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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 isn’t just Brampton as …" 22 comments
"Why so many Punjab's here in Brampton " Punjab: "It's like home" if that isn't the biggest fuckin red flag for Canada idk wtf is. Send them ALL home!!!! Guy @ 1:58 can stay tho …
"Why so many Punjab's here in Brampton " Punjab: "It's like home" if that isn't the biggest fuckin red flag for Canada idk wtf is. Send them ALL home!!!! Guy @ 1:58 can stay tho 7:12 biggest cope ever from a half ass assimilator
Identity Attack0.46028158
Insult0.6308392
Profanity0.70864636
Threat0.13815513
Severe Toxicity0.45895407
Toxic 0.8460273 Moderate Con 0.308 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
No, bike-guy isn't "racist as the next guy," He's _way_ more racist than the rest of us goras in Brampton. That's some Archie Bunker shit.
No, bike-guy isn't "racist as the next guy," He's _way_ more racist than the rest of us goras in Brampton. That's some Archie Bunker shit.
Identity Attack0.33675182
Insult0.6099415
Profanity0.77181685
Threat0.011405042
Severe Toxicity0.16960317
Toxic 0.78207105 Moderate Con 0.371 Insult Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Brampton isn't the worst place. I am glad I don't live in shit holes like Thunder Bay or Belleville.
Brampton isn't the worst place. I am glad I don't live in shit holes like Thunder Bay or Belleville.
Identity Attack0.109318495
Insult0.47384647
Profanity0.70864636
Threat0.009437286
Severe Toxicity0.052940834
Moderate 0.6588125 Constructive 0.525 Comparative_Framing
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Im not canadian but indians raping other immigrants someone who isn't Canadian white. If you immigrant and not indian or white those assholes cheat, steal everything, social id to internet provider companies, full of scam. …
Im not canadian but indians raping other immigrants someone who isn't Canadian white. If you immigrant and not indian or white those assholes cheat, steal everything, social id to internet provider companies, full of scam. Fact: I can't pass driving test for to be teucker. I can't work in factories in mississauga or in Brampton. Rogers, fido, want me to pay money but I canceled inernet 10 years ago. I never take my return tax if I ask from indians, like sigma tax. I can't get diploma at the end of my graduation. I can't get job someone who is supervisor in the companies.
Identity Attack0.6106996
Insult0.58196646
Profanity0.46460027
Threat0.18597278
Severe Toxicity0.35040274
Moderate 0.6588125 Moderate Con 0.465 Identity Attack Insult
Nov 30, 2025 Inside Canada's Indian Metropolis (Brampton)
brown who isn’t Indian, get all the looks idek live in Brampton man, people from Brampton are Disrespectful Rude dirty dishonest scammers bad drivers and very loud! I got scammed when i bought my R6, …
brown who isn’t Indian, get all the looks idek live in Brampton man, people from Brampton are Disrespectful Rude dirty dishonest scammers bad drivers and very loud! I got scammed when i bought my R6, never dealing again
Identity Attack0.46050715
Insult0.6308392
Profanity0.2661081
Threat0.01508414
Severe Toxicity0.16960317
Moderate 0.63782936 Moderate Con 0.492 Insult Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
"the country they live in was a shit hole"? Really? So only white Europeans paid their dues to be in Brampton? So they saturate and elect their own politicians eh? Isn't that what Canada has …
"the country they live in was a shit hole"? Really? So only white Europeans paid their dues to be in Brampton? So they saturate and elect their own politicians eh? Isn't that what Canada has done federally, provincially, and municipally since inception? There is still no black person sitting in the supreme Court of Canada. There has never been a black, Indian, or indigenous prime minister.
Identity Attack0.5612457
Insult0.5130944
Profanity0.48510036
Threat0.011819307
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.462 Identity Attack Insult Moral_Argument
Dec 16, 2025 Inside Canada's Indian Metropolis (Brampton)
They live in Brampton and commute everywhere in the GTHA and beyond. Their presence isn’t actually a problem, but their behaviour has made their presence a problem. That white man in front of Tim hortons …
They live in Brampton and commute everywhere in the GTHA and beyond. Their presence isn’t actually a problem, but their behaviour has made their presence a problem. That white man in front of Tim hortons is a lil ignorant tho, intelligence may be an issue but I’d say the bigger issue is customer service , communication, understanding and laziness. Cannot be bothered to do their job correctly or maintain a comprehension level higher than a kindergarten student. It’s soooooo problematic.
Identity Attack0.30256465
Insult0.4534306
Profanity0.04892669
Threat0.006874025
Severe Toxicity0.011444092
Moderate 0.40336934 Constructive 0.52 Policy_Critique
Jan 30, 2026 2 likes Inside Canada's Indian Invasion...
Isn’t it ironic that the high-IQ white man, or the “Buddy on the Bike,” who’s supposedly intelligent, is riding a bike in the snow? Also, if he were truly that intelligent, why are the so-called …
Isn’t it ironic that the high-IQ white man, or the “Buddy on the Bike,” who’s supposedly intelligent, is riding a bike in the snow? Also, if he were truly that intelligent, why are the so-called “nasty people,” as he referred to Indians, running his hometown? Though I doubt he’s even from Brampton. He’s likely from St. Marys, Ontario. It is one of the most racist towns in Canada. Many individuals there believe that all non-white people are not Canadians, even if they were born in Canada and have been there over four generations. I’m not surprised by the “white trash” remark, as he calls himself. Nor am I surprised by his Nick Fuentes wannabe behavior. As for the American audience, not everybody thinks in terms of race the way y’all do. I think this exported American ideology is affecting people in Canada and the rest of the world.
Identity Attack0.44690517
Insult0.36798462
Profanity0.0961592
Threat0.011249693
Severe Toxicity0.020127986
Moderate 0.39441586 Constructive 0.671 Identity_Assertion
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not …
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not everyone is like that in my experience, I'm not from brampton but I'm sikh and I have sikh friends who are white and indigenous as well. One thing people don't realise is a lot of Canadians are actually really racist. You clearly saw that from the interview of the guy and his wife who was an RN, they passed the exam fair and square but I feel like his lack of understanding of the English language didn't get his point across right. The point he missed was the quality of life is higher in Canada, In India it's way easier, the cost of living is way cheaper, there's tons of cheap labour to hire maids for all your house work for example which is common in their culture, but as you've probably seen online, India isn't the cleanest or friendliest place to be, and if he was a nurse in India he would probably be broke without a good job, and having the opportunity to find good high paying jobs in something that Canadians also do when they travel to the US if a position in their field isn't available in whatever local city they grew up in. The main issue stems from international students from like after covid, regardless of country, India is in the spotlight because there's just more indians compared to other countries international students but its all the same stuff, you have kids from all over the world that might not have learned the same cultural practices, fresh 16-18 year olds living alone for the first time that have to do all their own chores and don't even know how to take care of themselves in some cases or do laundry or anything like that and it doesn't mean they were illegal immigrants or anything, just that they never put in the effort to learn because they were too entitled, its the same with entitled kids that go to Korea or Japan from north America as well that don't learn their culture and customs and misbehave because they are too entitled, and once you understand that you can see the bigger picture more clearly instead of just defaulting to racism. Also I'm not saying they can't be frustrated, its frustrating for everyone, even for me but racism isn't the answer.
Identity Attack0.38699543
Insult0.2817503
Profanity0.06646215
Threat0.015256803
Severe Toxicity0.016771052
Moderate 0.36867723 Constructive 0.855 Moral_Argument
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canadian here. We are cooked. This isn’t just in Brampton, it’s nation wide. Our housing, job markets and healthcare systems are inundated. Deport them all.
Canadian here. We are cooked. This isn’t just in Brampton, it’s nation wide. Our housing, job markets and healthcare systems are inundated. Deport them all.
Identity Attack0.33352965
Insult0.16824563
Profanity0.027683776
Threat0.13650303
Severe Toxicity0.01644827
Moderate 0.36043653 Constructive 0.501
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Funny how everyone screams about immigrants and Indians ‘ruining Brampton,’ but no one bats an eye when billions of OUR tax dollars are shipped to Ukraine. The real issue isn’t people trying to make a …
Funny how everyone screams about immigrants and Indians ‘ruining Brampton,’ but no one bats an eye when billions of OUR tax dollars are shipped to Ukraine. The real issue isn’t people trying to make a living — it’s governments that failed to plan for housing, infrastructure, and affordability. Stop blaming immigrants for problems created by bad leadership. we get all the hate while working the jobs many young Canadians don’t even want to show up for. Not all immigrants work on cash and not all of us are the same — we’re out here paying taxes, grinding hard
Identity Attack0.31015682
Insult0.16824563
Profanity0.024472807
Threat0.009230154
Severe Toxicity0.008659363
Low Tox 0.295883 Constructive 0.629
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
See I'm conflicted now actually. So you're saying these Indian communities are providing free resources at large scales for food and hospitality that aren't being taken advantage of by the homeless and impoverished white population? …
See I'm conflicted now actually. So you're saying these Indian communities are providing free resources at large scales for food and hospitality that aren't being taken advantage of by the homeless and impoverished white population? I'm not sure where the problem starts here.. because to be quite honest the rest of the country isn't necessiraly like this. Places like Hamilton and Toronto are incredibly mixed, where I'm not sure there is a minority, and places such as Welland, st Catherine's, Niagara, Langley, are still largely white. At what point do we look at people who are choosing to live on the streets and do drugs and say they are not taking advantage of the resources and opportunities being provided to them? And Brampton has been this way, to be honest, for 20 years. At what point do we accept that this is now Brampton, and that the country offers a lot of diversity for those who would choose to not live in it.
Identity Attack0.26155844
Insult0.06858205
Profanity0.036401358
Threat0.0082074385
Severe Toxicity0.005836487
Low Tox 0.21508642 Constructive 0.819
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Indian influx? Brampton has been Indian since the late 90's. This isn't new. Lol
Indian influx? Brampton has been Indian since the late 90's. This isn't new. Lol
Identity Attack0.2308735
Insult0.06477321
Profanity0.038906425
Threat0.0077672824
Severe Toxicity0.005874634
Low Tox 0.21508642 Low Con 0.263 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Basically all you did was amplify racist voices , you did no research of your own. Had no numbers on how much taxes the city of brampton collects but had to show a clip of …
Basically all you did was amplify racist voices , you did no research of your own. Had no numbers on how much taxes the city of brampton collects but had to show a clip of people saying they dont pay taxes. You had no numbers on how much food the gurudwaras and temples donate. All you were opposed to were large number of people from india living together. Isn't that what happens in every immigrant community. Chinatown in SanFranscisco , Little Italy in Manhattan , Little Havana in Florida.
Identity Attack0.15303208
Insult0.082866095
Profanity0.014532468
Threat0.0065697995
Severe Toxicity0.004310608
Low Tox 0.20572066 Constructive 0.63 Moral_Argument
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Tyler, Canada hasn't been a "white" country in a long time. Brampton is known for being an Indian enclave. I grew up in the GTA, and we had plenty of different ethnicities and that was …
Tyler, Canada hasn't been a "white" country in a long time. Brampton is known for being an Indian enclave. I grew up in the GTA, and we had plenty of different ethnicities and that was just fine. Canada embraced multiculturalism a long time ago- there isn't any central "Canadian values". Not assimilating is only offensive in America.
Identity Attack0.24970764
Insult0.056133457
Profanity0.015967157
Threat0.007145886
Severe Toxicity0.0038719177
Low Tox 0.19986437 Constructive 0.741 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
It's coming to a small town near you.. I'm just glad they decided to fill up brampton before they fill up surrey (which they surely will very soon) When i was a kid, i was …
It's coming to a small town near you.. I'm just glad they decided to fill up brampton before they fill up surrey (which they surely will very soon) When i was a kid, i was annoyed that there were so many chinese where i lived (Richmond, iykyk) but they never really did anything to wrong me. As i grew up i realized they just mind their own business and stay out the way, and generally let their children be pretty liberal (other than the studying). Now, I absolutely LOVE the chinese compared to all the damn indians. There isn't a trend of chinese buying business' then only hiring other chinese. (idk how indians get away with only hiring indians). The indian kids are rude AF usually, tons of wannabe gangsters, TONS of indian gang crime. . And the worst? the ones that live in brampton and surrey treat it like india. THEY treat YOU like a foreigner. I hate em. I just dont understand why immigrants cant just atleast learn the language and customs
Identity Attack0.17925262
Insult0.06634661
Profanity0.08775374
Threat0.0091524795
Severe Toxicity0.0077438354
Low Tox 0.17891699 Constructive 0.676 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I used to come to Brampton in 2008 for shopping because they had a lot of outlets then. It was already majorly South Asian/Indian then. It's probably been like this for 30 years. This isn't …
I used to come to Brampton in 2008 for shopping because they had a lot of outlets then. It was already majorly South Asian/Indian then. It's probably been like this for 30 years. This isn't new. Most of the GTA has been like this for many years. Whites were becoming a minority for the last 20 years country wide due to birth rate even before the cost of living crisis. Foreign people are more family oriented than us. A child free lifestyle is unusual for them.
Identity Attack0.1508922
Insult0.031036375
Profanity0.023106437
Threat0.0072235605
Severe Toxicity0.0039482117
Low Tox 0.1460314 Constructive 0.715 Personal_Narrative
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
I watch every video and I was pumped when I saw this. I live 30 mins from Brampton and it isn’t just there, it’s our entire country
I watch every video and I was pumped when I saw this. I live 30 mins from Brampton and it isn’t just there, it’s our entire country
Identity Attack0.011839314
Insult0.024640027
Profanity0.10240069
Threat0.011560392
Severe Toxicity0.005760193
Low Tox 0.11912931 Constructive 0.556 Fear_Threat
Jan 27, 2026 116 likes Inside Canada's Indian Invasion...
This story tells you so much though . This city seems to be an example of how canadas integration policy isn’t working . Look what everyone said -> they couldn’t find jobs , none of …
This story tells you so much though . This city seems to be an example of how canadas integration policy isn’t working . Look what everyone said -> they couldn’t find jobs , none of the Canadians accepted foreign work experience so they created thier own jobs . B4 asking why aren’t you integrating has Canada asked the tough questions to themselves why do they make it hard for ppl to find jobs in the first place ? In India community is a strong feature no matter where you are they will create an environment that replicates home to ensure their roots stay strong and it’s also for support, loneliness and many things . Now ppl from India don’t just come to Canada due to job crisis back home they come bcz they want to escape the 1.4 billion population and suffocation that comes with it . The negative thing about Indians is they don’t know what’s right n wrong . It’s a thin line bcz that common sense isn’t taught in India . In India your in a race if you snooze you loose so those bad habits of trying to beat the competition comes with a world of bad manners and bad civic sense . Which now unfortunately due to cities like these won’t go away . They’ll stay the same bcz Brampton is that home away from home comfort pillow tat screams LETS NOT CHANGE .
Identity Attack0.03223813
Insult0.026702631
Profanity0.015249812
Threat0.006479179
Severe Toxicity0.0018978119
Low Tox 0.06065326 Constructive 0.671 Policy_Critique
Nov 9, 2025 Inside Canada's Indian Metropolis (Brampton)
The thing is Brampton isn't the only Indian Metropolis in Canada Ontario.
The thing is Brampton isn't the only Indian Metropolis in Canada Ontario.
Identity Attack0.026007013
Insult0.01302291
Profanity0.012277958
Threat0.006440342
Severe Toxicity0.001335144
Low Tox 0.03357032 Moderate Con 0.385
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
Watched a Transport Truck back His trailer over a snow bank then get it stuck in a ditch just this morning. An hour later I saw a guy turn left without the advanced light and …
Watched a Transport Truck back His trailer over a snow bank then get it stuck in a ditch just this morning. An hour later I saw a guy turn left without the advanced light and get side swiped by a City Bus. Can you guess where both at-fault Drivers came from? (This isn't even in Brampton, that's just how quick they spread)
Identity Attack0.0025343532
Insult0.013288911
Profanity0.011782649
Threat0.010654188
Severe Toxicity0.0015258789
Low Tox 0.033334624 Constructive 0.58 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
This isn’t just Brampton as a Canadian it’s in every major city
This isn’t just Brampton as a Canadian it’s in every major city
Identity Attack0.0068076057
Insult0.008367881
Profanity0.011389818
Threat0.0061037517
Severe Toxicity0.00076293945
Low Tox 0.014953613 Moderate Con 0.353 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...

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.