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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: "this is so stupid. did …" 243 comments · Page 9 of 10
Have you never seen any progressive and good side of the Indians' contribution?? I think you should go listen to P.M Macron's speech in IT summit that happened recently in India. Just because of one …
Have you never seen any progressive and good side of the Indians' contribution?? I think you should go listen to P.M Macron's speech in IT summit that happened recently in India. Just because of one ill-literate stupid person who ate the cow-dung doesn't represent the whole of India. There are some stupid people in every country. Its a sensible and a resonable think to understand such realities. Before you talk about India please read and have some knowledge about each state then you'll understand each state is very different and a country by itself. Considering that all Indians are bad is not smart or nice. Looks like you are expecting some changes, ok, then try and work on for that rather than hating Indians as a whole.
Identity Attack0.36702603
Insult0.6109131
Profanity0.26735115
Threat0.012647836
Severe Toxicity0.023076924
Moderate 0.54325575 Constructive 0.739 Insult Moral_Argument
Feb 21, 2026 1 likes Inside Canada's Indian Invasion...
Wow, we have no idea where these people are, if these students are even in Canada, we don't know who left the country. What the he'll is happening . Who decided it was India that …
Wow, we have no idea where these people are, if these students are even in Canada, we don't know who left the country. What the he'll is happening . Who decided it was India that can send us millions of people and we are going to be ok. Who asked us the citizens, the taxpayers if this os ok with us that they steal our money and take away from our kids the privilege of living in their own houses, when they moved from the parents. The stupid government, mess up too much, is there anyway we can keep them accountable? I want jail time for them. I'm sure I'm not the only one .
Identity Attack0.16159154
Insult0.5739874
Profanity0.24910301
Threat0.011120236
Severe Toxicity0.023076924
Moderate 0.52139956 Constructive 0.522 Insult Fear_Threat
Oct 2, 2025 IRCC Names India in Study …
I am Indian, and I request that Canada and the USA deport Indians back to India. No country should feel as though it is being invaded or colonised by people who do not belong there.... …
I am Indian, and I request that Canada and the USA deport Indians back to India. No country should feel as though it is being invaded or colonised by people who do not belong there.... This is stupidity...I did my Masters in London for two years. I promised myself that I would make friends only with students from the UK, Europe, and other countries—except India, experience their culture and then return to India once my studies were finished. I did exactly that.
Identity Attack0.49855098
Insult0.5270482
Profanity0.25915453
Threat0.018364733
Severe Toxicity0.023076924
Moderate 0.52139956 Constructive 0.637 Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Bruhh as an international student here in Canada who actually came here to develop a career and find a successful path, I'm honestly terrified of other immigrants who do stupid things without any repercussions because …
Bruhh as an international student here in Canada who actually came here to develop a career and find a successful path, I'm honestly terrified of other immigrants who do stupid things without any repercussions because they do all the fk ups and people actually came here to have a good career and life get marginalized and targeted. It's a very terrifying situation rn.
Identity Attack0.39207554
Insult0.54471385
Profanity0.4001375
Threat0.010654188
Severe Toxicity0.023364257
Moderate 0.52007306 Constructive 0.692 Insult Personal_Narrative
Sep 11, 2025 4 likes Why Canadians Are Turning Against …
They're not stupid. If a first-world country offers you guarantees just for living there and having children, who would be foolish enough to say "No"? The problem isn't them; the problem is the government for …
They're not stupid. If a first-world country offers you guarantees just for living there and having children, who would be foolish enough to say "No"? The problem isn't them; the problem is the government for allowing their culture to be replaced in order to get quick results.
Identity Attack0.09162762
Insult0.56997263
Profanity0.31402156
Threat0.008272167
Severe Toxicity0.016383713
Moderate 0.51980776 Moderate Con 0.421 Insult Policy_Critique
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I think blaming a race for this is just stupid. You cant blame a whole race for your rent increasing. Like thats just a side product of economic growth which creates more demand in a …
I think blaming a race for this is just stupid. You cant blame a whole race for your rent increasing. Like thats just a side product of economic growth which creates more demand in a region. Economic growth is good, and if you dont like that, move to a rural city that has no opportunities. A lot seen her is racism, and them saying its not racism dosn't mean anything.
Identity Attack0.32768643
Insult0.5362655
Profanity0.33453682
Threat0.012647836
Severe Toxicity0.023076924
Moderate 0.51869136 Constructive 0.645 Insult Moral_Argument
Mar 3, 2026 2 likes Inside Canada's Indian Invasion...
Canadian politicians opened these private university. They opened offices in India marketing to youth that take admission in college and get work permit afterwards. Some stupid forced their parents to sell family land to pay …
Canadian politicians opened these private university. They opened offices in India marketing to youth that take admission in college and get work permit afterwards. Some stupid forced their parents to sell family land to pay for canadian degree and now canada deny work permit. Also prosecute those politicians and university owners who did this legalized human trafficking.
Identity Attack0.109318495
Insult0.5739874
Profanity0.1654338
Threat0.018710058
Severe Toxicity0.017868511
Moderate 0.5140397 Moderate Con 0.361 Insult Policy_Critique
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
Vassy is not a stupid woman, however, she is being deliberately obtuse as she desperately tries to find fault with this proposed motion. Anyone with half a brain can see that it is specifically directed …
Vassy is not a stupid woman, however, she is being deliberately obtuse as she desperately tries to find fault with this proposed motion. Anyone with half a brain can see that it is specifically directed at proven, bogus asylum seekers and those whose Visas have expired and have no right to even remain in Canada. Also, I don't care what kind of a mess a legitimate asylum seeker is fleeing, I do not believe anyone "from away" is entitled to better health care benefits than Canadian citizens.
Identity Attack0.17381613
Insult0.56997263
Profanity0.22612886
Threat0.008789998
Severe Toxicity0.019998873
Moderate 0.509388 Constructive 0.621 Insult Policy_Critique
Feb 24, 2026 52 likes 'We do know that there's …
Why is it a “crime”? What does temporary worker mean to you? This programme is to fill a temporary shortfall. This is the chance that you take. Wake up. We’re not stupid. Fed up.
Why is it a “crime”? What does temporary worker mean to you? This programme is to fill a temporary shortfall. This is the chance that you take. Wake up. We’re not stupid. Fed up.
Identity Attack0.008213525
Insult0.5678696
Profanity0.2659008
Threat0.01119791
Severe Toxicity0.013478675
Moderate 0.50789946 Moderate Con 0.391 Insult Policy_Critique
Nov 22, 2025 Quebec Ends Economic Immigration Program …
The government destabalised Canada for a reason. It is a part of a strategy for fascist regimes to take over a country and it's resources. I read a book by Naomi Klein several years ago …
The government destabalised Canada for a reason. It is a part of a strategy for fascist regimes to take over a country and it's resources. I read a book by Naomi Klein several years ago called "Shock Doctrine" where she outlines this strategy and breaks it down. This did not happen by accident or because of stupidity or bad government. It was strategic and part of the plan.
Identity Attack0.052944973
Insult0.5723624
Profanity0.19770569
Threat0.009281937
Severe Toxicity0.013478675
Moderate 0.50789946 Constructive 0.63 Insult
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means. However, the poor, “you know …
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means. However, the poor, “you know what” thrash won’t acknowledge same low IQ Africans don’t have forged certificates, don’t get their degrees from diploma mills like these Indians and actually go to proper Universities. They’re also hardworking, respectful folks who are not in your face and haven’t tried to take over Canada. I was born in Nigeria. I don’t live in Canada not because of Indians, though I see far too many of them in Lagos (because believe it or not, they’re everywhere) but because of personal preferences. Notice how the bikey cr@ck$r was riding on a bike while those he insults are doctors, lawyers, pharmacists, professors, musicians, athletes etc. I know them because many are my friends and former university colleagues here in America. Africans, especially Nigerians are leading in academia, medicine, music, movies. Unlike Indians they also excel in sports the world over, not just pretentious degrees, most of which are cooked up. African is recognized or respected only when he’s white like Elon Musk and Peter Thiel. And yes, cr@ck$rs are mad everywhere bcos the world they thought belonged to them turns out doesn’t at all. They don’t want to work, want to sit in their mom’s basement smoking joint all day, then use their “you know what” privilege to get ahead just because of their skin color and place of birth lands that belonged to other groups which they forcibly stole and developed with unpaid labor & resources, which they also stole from Africa and Indian sub continent. Anyone of you praising bikey should show me your college degree and I’ll give you $100 real dollars. Remind me again when that smart Nigeria Prince wipes out your bank account in his/her internet scam, how stupid he is with low IQ under 70. LOSERS!
Identity Attack0.5498214
Insult0.5130944
Profanity0.22612886
Threat0.020609349
Severe Toxicity0.042180564
Moderate 0.5024724 Constructive 0.565 Identity Attack Insult Policy_Critique
Feb 9, 2026 Inside Canada's Indian Invasion...
If PP wasn't their leader, I would've voted Conservative. PP is like Trump to me. Give me anybody but PP and i'll vote blue. PP just doesn't come off as a smart guy. He says …
If PP wasn't their leader, I would've voted Conservative. PP is like Trump to me. Give me anybody but PP and i'll vote blue. PP just doesn't come off as a smart guy. He says what Canadians want to hear, but I feel he's stupider than Trump. He's Maple Trump. I was hoping the Conservatives would of gotten a new leader, a smart guy, but nope, let's put PP out their again and hope the 2nd or 3rd or 4th times the charm.
Identity Attack0.06522302
Insult0.5739874
Profanity0.17803068
Threat0.010447056
Severe Toxicity0.014382465
Moderate 0.4977744 Constructive 0.542 Insult Personal_Narrative
Feb 24, 2026 3 likes 'We do know that there's …
I came here from Nigeria as a professional. I must say the Canada govt has to develop some spines. I am grateful for the opportunity to be in Canada. I do not take it for …
I came here from Nigeria as a professional. I must say the Canada govt has to develop some spines. I am grateful for the opportunity to be in Canada. I do not take it for granted. But truth be told, if you ve got a country like Canada, you cannot allow everyone in the world in. You can’t allow a single country change your demography except you are STUPID. Even heaven has boundaries. You can’t allow everyone. It is not wisdom to allow everyone. Most western countries have left God, they have the civilization that came from Christianity but they have left Christ and are using their wisdom. They definitely will mess up things. Common wisdom will be difficult.
Identity Attack0.30103904
Insult0.5497792
Profanity0.22552395
Threat0.010239923
Severe Toxicity0.023076924
Moderate 0.4977744 Constructive 0.596 Insult Policy_Critique
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
Literally imported voters. And to compliment carney for reducing the numbers is stupid because theyre still high, and now that theyve brought so many in, bringing in a little less is all performative. And based …
Literally imported voters. And to compliment carney for reducing the numbers is stupid because theyre still high, and now that theyve brought so many in, bringing in a little less is all performative. And based on your view on it, clearly it works. They still have way too many people coming in, who we pay for, who vote for them.
Identity Attack0.026609946
Insult0.5332045
Profanity0.21348765
Threat0.008712323
Severe Toxicity0.011367798
Moderate 0.47886392 Moderate Con 0.497 Insult Policy_Critique
Feb 19, 2026 1 likes LILLEY UNLEASHED: The fall of …
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)
Seems like everywhere is trying to replace white people right now. At this moment the most discriminating is going against white people like me. Every other day I got someone of color hating on me …
Seems like everywhere is trying to replace white people right now. At this moment the most discriminating is going against white people like me. Every other day I got someone of color hating on me calling me a stupid white boy and many other things and because I’m white it’s okay apparently
Identity Attack0.5051593
Insult0.41767508
Profanity0.36302176
Threat0.014048163
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.462 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Because Canadian politicians are, like in essentially every country, in bed with the wealth class so they green lit a wildly retarded immigration policy to flood Canada with cheap labour and suppress wages. There was …
Because Canadian politicians are, like in essentially every country, in bed with the wealth class so they green lit a wildly retarded immigration policy to flood Canada with cheap labour and suppress wages. There was never a real labour shortage in all but and extremely limited number of industries in Canada. Indians and Pakistani's make zero effort to integrate even learn basic English. They aren't stupid. They want to overpopulate areas so that they don't even have to bother integrate. Make no mistake, this isn't a Liberal or Conservative issue. Canada's reckless immigration policy is a war being waged by the wealthy on the rest of us.
Identity Attack0.39461556
Insult0.5101222
Profanity0.17803068
Threat0.00967031
Severe Toxicity0.023076924
Moderate 0.46716887 Moderate Con 0.469 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
''great replacement is a myth and far right a conspiracy theory'' is what they say in media but people aint stupid, our eyes do not lie.
''great replacement is a myth and far right a conspiracy theory'' is what they say in media but people aint stupid, our eyes do not lie.
Identity Attack0.011987305
Insult0.5130944
Profanity0.2801717
Threat0.0086087575
Severe Toxicity0.010223389
Moderate 0.45761138 Low Con 0.299 Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Greetings from Mumbai -India I completely agree that with the resurge of the Indian Right Wing -our RECENT Indian immigrants are making a HUGE MISTAKE by building only a *Indian Society* inside Brampton,Canada & refusing …
Greetings from Mumbai -India I completely agree that with the resurge of the Indian Right Wing -our RECENT Indian immigrants are making a HUGE MISTAKE by building only a *Indian Society* inside Brampton,Canada & refusing to assimilate which is *really really stupid* Truth is that Indians family system *over time* will /has OVERWHELMED the white skinned systems in economics,savings,wealth accumulation etc and naturally OVER TIME the white settlers will get replaced by fitter, better equipped races & maybe *co-habitation,acceptance* will only delay the ending ?
Identity Attack0.47178617
Insult0.42367843
Profanity0.33453682
Threat0.032005094
Severe Toxicity0.026936848
Moderate 0.4398409 Constructive 0.615
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
They left their country because they were promised a better life….once they arrive I am wondering if they are told differently. Are they told what to do what to say. Are the well connected immigrants …
They left their country because they were promised a better life….once they arrive I am wondering if they are told differently. Are they told what to do what to say. Are the well connected immigrants getting the jobs? Not all immigrants have jobs. I am sure the ones who don’t have jobs are worried wondering if they should go back to their country even if it means being shamed. Darn if they do darn if they don’t. The Liberal made this mess and they should fix it! If they can’t then they should step aside and let the Conservatives try fixing what’s wrong with our Country! There needs to be a revival in Canada. We need things reformed, re-established. We need new standards in place and bring alignment back to where things have gone off. To the Liberal voters… ”I hope you have realized by now what you have done by voting for the Liberals. It’s up to you now to step out of your safe zone, your cocoon and protest and demand that Mark Carney put aside his stupid idea of net zero policy before he goes further in destroying Canada as we know it.
Identity Attack0.33060804
Insult0.40243408
Profanity0.41081807
Threat0.016292779
Severe Toxicity0.02373986
Moderate 0.43230394 Constructive 0.671
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Blood is not same Everyone have different blood group And eye Color is also different Finger prints are also different Even pig bleed red blood does that mean humans and pigs are the same ? …
Blood is not same Everyone have different blood group And eye Color is also different Finger prints are also different Even pig bleed red blood does that mean humans and pigs are the same ? This is stupid logic All humans aren’t the same As matter of fact every single human is different from everyone Finger prints are different
Identity Attack0.060220852
Insult0.40420914
Profanity0.29209393
Threat0.013321015
Severe Toxicity0.022064678
Moderate 0.4269174 Moderate Con 0.405 Moral_Argument
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I have no problem with people coming here to Canada from different Countries, but I think they should at least take up our way of culture and language erc. They can speak their language amongst …
I have no problem with people coming here to Canada from different Countries, but I think they should at least take up our way of culture and language erc. They can speak their language amongst themselves and enjoy their culture at home. The guy with the bike is disgusting with his comments about people from Africa. A few bad people don't describe an entire race. One of the dumbest things a person can do is bring a weapon with them unless they are trained on how to use it. Meeting a human smuggler is dangerous and stupid.
Identity Attack0.2308735
Insult0.47020787
Profanity0.16217725
Threat0.04098356
Severe Toxicity0.017610285
Moderate 0.4014846 Constructive 0.71 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
I used to not be able to stand this guy. I was a little upset with the whitteker inbred videos, but this guy's content is good. I like what he is doing. I think Tyler …
I used to not be able to stand this guy. I was a little upset with the whitteker inbred videos, but this guy's content is good. I like what he is doing. I think Tyler can get a lot more done than that stupid Nick Shirley who had that old man Dave figure everything out so he could swoop in and take all the credit for it. Dave ended Walz not Shirley.
Identity Attack0.04177703
Insult0.44464502
Profanity0.29209393
Threat0.012130005
Severe Toxicity0.016900165
Moderate 0.4014846 Constructive 0.617 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay …
i am an indian who has never left his country and it makes me sad that my countrymen are ruining other countries as well. if you can't speak english, you have no right to stay there, as simple as that, and it is strange how Canada is ruined by Punjabis, sikh terrorists in particular, as you can see all these are Punjabi sikh families, yet the hate is given to Indians and specifically to Hindus. I am not defending HINDUS here; there have been incidents where HINDUS have done things worthy of backlash, and they should be deported as well for their absolute religious stupidity, but why target only a specific religion and not the one that has done much worse, like literally being involved in criminal activities and notorious for it not only in Canada but in India as well? Exploited every policy and turned a Canadian city into its own home state city, and then felt proud of it in Indian podcasts: "yeah, Brampton feels like Punjab only."🤡 says a glorified ignorant Punjabi singer.
Identity Attack0.44690517
Insult0.26957804
Profanity0.0715894
Threat0.02181799
Severe Toxicity0.01986976
Moderate 0.3666224 Constructive 0.64
Nov 1, 2025 Inside Canada's Indian Metropolis (Brampton)

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.