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

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Active: "This will be the whole …" 327 comments · Page 3 of 14
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...
It's not the first time Canada has changed. The first was when the Whites from Europe and UK colonized it and killed the first nations, enslaved and indoctrinated their kids into Christianity wiping out their …
It's not the first time Canada has changed. The first was when the Whites from Europe and UK colonized it and killed the first nations, enslaved and indoctrinated their kids into Christianity wiping out their own culture, religion & language. History is repeating itself....this time for good. @ 2:11 "the country which they (immigrants) comes from is a shit hole", yes the same way EU & UK were a shit hole for when the colonizers from EU & UK arrived in Canada, US, Latin America they bought with them lots of viral diseases and infections. Whole of pre industrial EU & UK was very much a shit hole. @ 8:55 "they live naked", well I guess this Polish man is trying to be like them. Anybody not paying taxes, creating ruckus of any kind, stealing form anywhere, not following the rules of the state should be prosecuted irrespective of their nationality, religion, race, gender, color, ethnicity, etc.
Identity Attack0.5135796
Insult0.5130944
Profanity0.44613865
Threat0.12536226
Severe Toxicity0.16960317
Moderate 0.53579444 Moderate Con 0.49 Identity Attack Insult Moral_Argument
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Sixty years ago Brampton was a farming town of 18,000 people? What a complete and utter load of shit. Sixty years ago is 1965. My family moved here in '79, and at that time it …
Sixty years ago Brampton was a farming town of 18,000 people? What a complete and utter load of shit. Sixty years ago is 1965. My family moved here in '79, and at that time it hadn't been a farming town for decades. Hell, when we moved here the Bramalea part of the city had a population well over 18,000 people, never mind Brampton as a whole. And that old church you talked about was a synagogue. I know because I grew up a few blocks from there in Professors Lake.
Identity Attack0.11512129
Insult0.4339631
Profanity0.5188411
Threat0.012337137
Severe Toxicity0.02425631
Moderate 0.51869136 Constructive 0.701
Sep 30, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
Bro on the bike is a white trash liar especially on the whole Africa IQ thing. He is referring to claims made by a debunked scientist called Richard Lynn. "major academic critiques have accused Richard …
Bro on the bike is a white trash liar especially on the whole Africa IQ thing. He is referring to claims made by a debunked scientist called Richard Lynn. "major academic critiques have accused Richard Lynn of deliberate bias and systematic misrepresentation to fit a specific ideological agenda. Independent researchers have found that he consistently selected data that favored his preconceived conclusions while ignoring contradictory evidence. Evidence of Systematic Bias Peer-reviewed analyses by researchers such as Jelte Wicherts identified several patterns suggesting intentional distortion in Lynn's work: Cherry-picking Low Scores: Lynn was found to have systematically excluded studies that showed higher IQ averages in African countries. He reportedly ignored every available study reporting an average IQ above 85 for African samples. Misrepresentation of Samples: In one "egregious" example for Equatorial Guinea, Lynn assigned a national IQ of 59 based on a single study of children who were in a home for the developmentally disabled in Spain, not a representative group from the country itself. Inconsistent Selection Criteria: Critics noted that Lynn's only consistent rule for including a study appeared to be the final score; lower scores were more likely to be included regardless of the sample's health or representativeness. Ideological Motivation Experts and organizations like the Southern Poverty Law Center (SPLC) argue that Lynn's work was not impartial science but was motivated by white nationalist and eugenicist ideologies: "Race Realism": Lynn was a long-time advocate of "race science," a fringe field that attempts to use biological data to justify racial hierarchies. Political Agenda: He openly argued that nations with high IQs must "subjugate or eliminate" lower-IQ groups to maintain dominance. He also advocated for the breakup of the U.S. into racial ethno-states and promoted anti-immigration and eugenics policies. Funding Ties: Much of his work was supported by the Pioneer Fund, an organization founded by Nazi sympathizers to promote "race betterment" and white supremacy. Scientific Consequences As a result of these documented flaws, the academic community has largely rejected his datasets: Revoked Status: In 2018, Ulster University revoked Lynn's emeritus status due to the "racist and sexist" nature of his work. Formal Rejection: The European Human Behavior and Evolution Association issued a formal statement in 2020 advising all researchers to stop using Lynn’s data, labeling it "unsound" and "scientifically unreliable". Publisher Reviews: As of late 2024 and 2025, major academic publishers like Elsevier have initiated comprehensive reviews of his published research due to mounting evidence of its "fundamentally flawed" and "misleading" nature. "
Identity Attack0.44690517
Insult0.5497792
Profanity0.36230123
Threat0.045895394
Severe Toxicity0.067522444
Moderate 0.51869136 Constructive 0.52 Insult Unverified_Claim
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
the most ODOROUS and the dirtiest city in whole canada.
the most ODOROUS and the dirtiest city in whole canada.
Identity Attack0.25140062
Insult0.5130944
Profanity0.057944927
Threat0.007754337
Severe Toxicity0.02258113
Moderate 0.5024724 Low Con 0.246 Insult
Sep 22, 2025 34 likes Inside Canada's Indian Metropolis (Brampton)
You can call me racist if you want.I don't really care.\\nI've lived in brampton, my whole life still do I'm 35 years old.\\nBrampton changed the boat fifteen twenty years Ago Not just brampton , but …
You can call me racist if you want.I don't really care.\\nI've lived in brampton, my whole life still do I'm 35 years old.\\nBrampton changed the boat fifteen twenty years Ago Not just brampton , but all of ontario , Pretty much all of canada And it's not all immigrants, it's mostly the Indian immigrants that I ruining this country.They come here and try to change our laws and our way of life and try to make it more like it Is in India?If you want it to be like India here, so bad, go back home.We are not a free country anymore.\\nAnd it's sad that our government will Rather change Our country to benefit immigrants, but not the people that actually from the country.\\nI love canada , but at this point i'm down to become the fifty first state
Identity Attack0.50515443
Insult0.40243408
Profanity0.27747265
Threat0.059796512
Severe Toxicity0.12546301
Moderate 0.4850187 Constructive 0.536 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
I was at Walmart the other day and this one Indian guy working there stunk up the whole aisle with his B.O. everyone avoided that aisle he was in and I wanted to puke 🤢 …
I was at Walmart the other day and this one Indian guy working there stunk up the whole aisle with his B.O. everyone avoided that aisle he was in and I wanted to puke 🤢 🤮
Identity Attack0.40447855
Insult0.42367843
Profanity0.33808854
Threat0.13532294
Severe Toxicity0.06488878
Moderate 0.4850187 Moderate Con 0.486 Identity_Assertion
Feb 17, 2026 Inside Canada's Indian Invasion...
you guys all “love” and “respect” the bike guy because he was saying a whole lotta fked up shi
you guys all “love” and “respect” the bike guy because he was saying a whole lotta fked up shi
Identity Attack0.04203484
Insult0.36798462
Profanity0.47435758
Threat0.010421164
Severe Toxicity0.03680043
Moderate 0.4826145 Moderate Con 0.39 Meta_Commentary
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Man! What FAAKD up English are these guys speaking? All I can see are Turban guys roaming everywhere. Deport these cheapsters before things start going down the drain for Canada as a whole.
Man! What FAAKD up English are these guys speaking? All I can see are Turban guys roaming everywhere. Deport these cheapsters before things start going down the drain for Canada as a whole.
Identity Attack0.30103904
Insult0.46923602
Profanity0.41503602
Threat0.056240413
Severe Toxicity0.028730227
Moderate 0.4826145 Low Con 0.219 Fear_Threat
Oct 16, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
At least they a whole lot better than a Somalis who don’t even talk to anyone and just rude to everyone who tries to interview them. And there’s a big difference between Indian and Muslims. …
At least they a whole lot better than a Somalis who don’t even talk to anyone and just rude to everyone who tries to interview them. And there’s a big difference between Indian and Muslims. Indians may be overwhelming Canada. But at least they’re not bringing the demonic cult of Islam, and all its backward crooked ways and imposing it on the culture
Identity Attack0.55044734
Insult0.46923602
Profanity0.17520344
Threat0.012026439
Severe Toxicity0.023645958
Moderate 0.48141238 Moderate Con 0.371 Identity Attack Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
This a human plague.!!! They are infecting the whole world.
This a human plague.!!! They are infecting the whole world.
Identity Attack0.10221587
Insult0.42167732
Profanity0.21024476
Threat0.033386398
Severe Toxicity0.023880709
Moderate 0.48021027 Low Con 0.213 Fear_Threat
Sep 22, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I am speaking as an Indian. The whole world has become a circus today only because of Pakistani Mujits, Bangladeshi Kanglus, foreign Racists, and some Hindu exetremists and Muslim exetremists Anyway, I am very entertained.😂
I am speaking as an Indian. The whole world has become a circus today only because of Pakistani Mujits, Bangladeshi Kanglus, foreign Racists, and some Hindu exetremists and Muslim exetremists Anyway, I am very entertained.😂
Identity Attack0.5135796
Insult0.4378843
Profanity0.2687007
Threat0.1115629
Severe Toxicity0.16960317
Moderate 0.47886392 Moderate Con 0.376 Identity Attack Humor_Satire
Feb 26, 2026 Inside Canada's Indian Invasion...
4:06 That claim is ignorant and racist. No group in India eats poop. Some Indians living abroad feel "embarrassed" and wrongly blame “lower class” people. In reality, using cow dung or urine as “holy” is …
4:06 That claim is ignorant and racist. No group in India eats poop. Some Indians living abroad feel "embarrassed" and wrongly blame “lower class” people. In reality, using cow dung or urine as “holy” is a fringe belief by upper class people only, not followed by 99.9% Indians and not part of normal daily life. Anyone who actually does such things is doing a rare, attention-seeking stunt, not practicing Indian culture. Using extreme and rare examples to judge a whole country or class shows ignorance, not superiority.
Identity Attack0.44690517
Insult0.4555076
Profanity0.357228
Threat0.035458352
Severe Toxicity0.059217658
Moderate 0.47886392 Moderate Con 0.472 Moral_Argument
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
Canada is sooo extremely racist that if the religion in Brampton becomes 5%, people erupt into haters. Meanwhile in BC, less than 2% is borderline tolerable … the whole image of Canada is a fraud.
Canada is sooo extremely racist that if the religion in Brampton becomes 5%, people erupt into haters. Meanwhile in BC, less than 2% is borderline tolerable … the whole image of Canada is a fraud.
Identity Attack0.46614665
Insult0.47384647
Profanity0.056441884
Threat0.007857903
Severe Toxicity0.021419114
Moderate 0.47886392 Moderate Con 0.376 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
HELL YEAH LETS GO WE WILL COLONIZE THE WHOLE WORLD 🇮🇳🇮🇳🇮🇳🇮🇳🇮🇳🇮🇳🔥🔥🔥🔥🔥🔥🫡🫡🫡🫡🫡🫡🫡🫡
HELL YEAH LETS GO WE WILL COLONIZE THE WHOLE WORLD 🇮🇳🇮🇳🇮🇳🇮🇳🇮🇳🇮🇳🔥🔥🔥🔥🔥🔥🫡🫡🫡🫡🫡🫡🫡🫡
Identity Attack0.36702603
Insult0.24928534
Profanity0.4044591
Threat0.29834318
Severe Toxicity0.3476075
Moderate 0.47886392 Low Con 0.279 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Whole brampton needs to be deported to india or pakistan
Whole brampton needs to be deported to india or pakistan
Identity Attack0.5485698
Insult0.40243408
Profanity0.22673377
Threat0.34804323
Severe Toxicity0.18232453
Moderate 0.47473195 Low Con 0.145 Identity Attack
Dec 23, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
The whole world needs to shut down the Indian migration
The whole world needs to shut down the Indian migration
Identity Attack0.55044734
Insult0.17734702
Profanity0.16078159
Threat0.13815513
Severe Toxicity0.037697118
Moderate 0.47173777 Low Con 0.165 Identity Attack
Oct 5, 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 …
Immigrants will never be accepted unless the aftereffects come . And Immigrants will always curse there source country to prove loyalty. Whole cycle is toxic
Immigrants will never be accepted unless the aftereffects come . And Immigrants will always curse there source country to prove loyalty. Whole cycle is toxic
Identity Attack0.48915586
Insult0.40243408
Profanity0.29209393
Threat0.04132889
Severe Toxicity0.023458159
Moderate 0.45757914 Low Con 0.273 Unverified_Claim
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Your forefathers looted india for 150 years non stop and sucked the blood. Looted wealth spend to built the whole Anglosphere.
Your forefathers looted india for 150 years non stop and sucked the blood. Looted wealth spend to built the whole Anglosphere.
Identity Attack0.33675182
Insult0.41530323
Profanity0.3194067
Threat0.04880493
Severe Toxicity0.026936848
Moderate 0.45751464 Low Con 0.181 Moral_Argument
Jan 2, 2026 Inside Canada's Indian Metropolis (Brampton)
When I was a cab driver like 13 years ago... i hungout with an Indian from India from my work. And he was nuts. Like crazy in the head. Talking nonsense and stuff. I knew …
When I was a cab driver like 13 years ago... i hungout with an Indian from India from my work. And he was nuts. Like crazy in the head. Talking nonsense and stuff. I knew then this whole doctors and engineers thing is a charade. I even asked him about his mental diagnoses, and he said "the canada didnt care". ( im born and bred canadian) saskatchewan
Identity Attack0.37222284
Insult0.50440645
Profanity0.1854088
Threat0.009929225
Severe Toxicity0.020127986
Moderate 0.45396814 Constructive 0.549 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
This guy should talk. We had to hold a whole Caribbean festival for his community all that dirty smell.btw, guess who’s responsible for all the gang violence, carjacking, and drug dealing affecting the city. Have …
This guy should talk. We had to hold a whole Caribbean festival for his community all that dirty smell.btw, guess who’s responsible for all the gang violence, carjacking, and drug dealing affecting the city. Have you seen certain areas of Toronto — like Jane and Finch or parts of Scarborough? It’s been a "disgusting abomination" for decades.
Identity Attack0.13163337
Insult0.4962726
Profanity0.068967216
Threat0.012130005
Severe Toxicity0.014640691
Moderate 0.44573322 Constructive 0.563 Identity_Assertion
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
i came to canada in 2009 and worked 3 jobs at one point, it made me mad that they are getting government assistant but as im watching this video, many are working, and supporting others …
i came to canada in 2009 and worked 3 jobs at one point, it made me mad that they are getting government assistant but as im watching this video, many are working, and supporting others around them, i gotta agree that in whte society, if someone makes it they take care of the wife and kids, while in other culture they are taking care of the whole fking street. unity is missing in white society.
Identity Attack0.44690517
Insult0.3470427
Profanity0.44431314
Threat0.010938995
Severe Toxicity0.02383376
Moderate 0.44573322 Constructive 0.682
Dec 24, 2025 Inside Canada's Indian Metropolis (Brampton)
It's infuriating and heartbreaking watching my hometown of Surrey British Columbia be totally taken over with not one ounce of respect or common courtesy for our land and its people 🤬the immigrants keep to themselves …
It's infuriating and heartbreaking watching my hometown of Surrey British Columbia be totally taken over with not one ounce of respect or common courtesy for our land and its people 🤬the immigrants keep to themselves only hire family and friends refuse to learn the language the whole culture is Superior and exclusive but we're look down on if Canadians speak up‼️they might as well be spitting in our faces😢🤬P.S to anyone in the comments don't gave me the bull€hit Europeans and natives scenario that was years ago does not affect anyone living today and why would you want the same evils put on Canadian citizens now 🤦‍♀️😬
Identity Attack0.46028158
Insult0.4196762
Profanity0.27342406
Threat0.036149003
Severe Toxicity0.040387187
Moderate 0.44393396 Constructive 0.614
Aug 26, 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.