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Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

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Active: "BRAMPTON IS THE MOST RACIST …" 43 comments · Page 1 of 2
I live in Brampton born and raised and I also live in Florida BRAMPTON HAS GONE TO ABSOLUTE SHIT it’s all the fucking Indians THEY ARE NASTY RACIST PEOPLE AND THEY COMMIT SO MUCH FRAUD
I live in Brampton born and raised and I also live in Florida BRAMPTON HAS GONE TO ABSOLUTE SHIT it’s all the fucking Indians THEY ARE NASTY RACIST PEOPLE AND THEY COMMIT SO MUCH FRAUD
Identity Attack0.7895903
Insult0.7827088
Profanity0.8086746
Threat0.13815513
Severe Toxicity0.61260825
Toxic 0.93383175 Moderate Con 0.441 Identity Attack 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...
Brooo that white trash racist guy 😂😂😂😂 (just FYI that's not an accurate representation of the average Canadian smh pretty much NO ONE in Brampton is)😂
Brooo that white trash racist guy 😂😂😂😂 (just FYI that's not an accurate representation of the average Canadian smh pretty much NO ONE in Brampton is)😂
Identity Attack0.6649212
Insult0.69164425
Profanity0.33808854
Threat0.011275585
Severe Toxicity0.2322463
Toxic 0.76523775 Moderate Con 0.34 Identity Attack Insult Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the …
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the benefit of the country. Go to Markham or Richmond and it's 80%+ chinese. Vaughan is mostly Italians. So many areas of the country has had immigrant populations like Brampton does. Then you give an outright racist a platform of about 4 minutes in this video to say such BS that Indians eat poop, and Africans have sub 80 IQ. It's infuriating to see this content.....and from an American no less. You then highlight a survey about quality life and make an implication that it has anything to do with immigration. Guess what, you ask that quality of life to any city in North America and they will almost guarantee that quality of life has decreased since the pandemic mostly because of inflation and the economy...not because of some immigrants coming here to take low paying jobs that white don't want to do. It's the same BS that Americans do with blaming Mexicans and Somalians. Only dumb people actually buy into this xenophobic crap that media producers like you promote.
Identity Attack0.40351558
Insult0.6336687
Profanity0.34827787
Threat0.019573374
Severe Toxicity0.16960317
Moderate 0.6407703 Constructive 0.566 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Wow the white people in Brampton seem awfully racist.
Wow the white people in Brampton seem awfully racist.
Identity Attack0.61901736
Insult0.48675314
Profanity0.20700185
Threat0.009799767
Severe Toxicity0.027833538
Moderate 0.5972042 Low Con 0.212 Identity Attack
Nov 27, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
This is very sad, these sikhs have made a hell of Brampton ! Majority of them Khalistani Terr... Btw this video is racist too. I am of Indian origin... I have only one advice : …
This is very sad, these sikhs have made a hell of Brampton ! Majority of them Khalistani Terr... Btw this video is racist too. I am of Indian origin... I have only one advice : Stop immigration from North India especially PUNJAB. That sikh guy is telling help people... my foot, these guys spread hatred and terror. They have blown up an Air India plane.
Identity Attack0.57150364
Insult0.44464502
Profanity0.3194067
Threat0.13815513
Severe Toxicity0.23223256
Moderate 0.5921536 Constructive 0.611 Identity Attack
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, …
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, safe, secure and welcoming nation. So many Indians in Brampton because they have to live together for safety. They can avoid, racism, hatred, violence that way but still they can’t escape. Now it became favorite place for racist people, racist YouTubers etc. Indians are works in low wage jobs because they are not getting jobs according to their degrees, qualifications they have to do low wage jobs and even getting low wage jobs is very difficult. At least 12% Indians are jobless. Only some Indians help them and that’s why you find some place only indians. You can find many well educated even doctors, master degree engineers etc working in low wage jobs. You can just imagine lives of Those Indians who working with racist Canadians. Many people committed and committing suicide. This is state sponsored racism top to bottom so They are getting no help from anywhere. Canada making billions by international student and that way they getting low wage labourers still those young students getting racism, hatred like they are the problem of all problems of Canada. Racism, discrimination, hatred, violence against Indians is so normalise people don’t even hesitate. Really it’s horrible situation for Indians in Canada. Just look at the comments. Those racist, hateful people will going to get special place in hell. ( plz don’t delete comments.)
Identity Attack0.57150364
Insult0.5543018
Profanity0.13785136
Threat0.013528148
Severe Toxicity0.048457388
Moderate 0.568186 Constructive 0.579 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
BRAMPTON IS THE MOST RACIST TOWN IN CANADA!!!
BRAMPTON IS THE MOST RACIST TOWN IN CANADA!!!
Identity Attack0.46028158
Insult0.4794537
Profanity0.094219476
Threat0.0100069
Severe Toxicity0.023599008
Moderate 0.52139956 Low Con 0.16 Fear_Threat
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians dont feel racism in Brampton because they are the racists.
Indians dont feel racism in Brampton because they are the racists.
Identity Attack0.55044734
Insult0.43158367
Profanity0.1811049
Threat0.011172019
Severe Toxicity0.023129508
Moderate 0.50759226 Low Con 0.23 Identity Attack Identity_Assertion
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
People are leaving Brampton because Indians are the most racist people that I've ever encountered. I have to run away from Brampton as quickly as I can. Those people have no interest in anyone else …
People are leaving Brampton because Indians are the most racist people that I've ever encountered. I have to run away from Brampton as quickly as I can. Those people have no interest in anyone else except themselves. Everywhere they are in Canada, they do 3 jobs (deny other people even just one single job), and other criminal activities, grab the money, and then send it straight back to India. I have to confront a lady who was charging taxes that she was not remitting to CRA. Indian people are very mean; they hate caucasians, blacks, and other people.
Identity Attack0.55044734
Insult0.46625584
Profanity0.11292298
Threat0.018537397
Severe Toxicity0.02420936
Moderate 0.49139655 Constructive 0.583 Identity Attack Unverified_Claim
Nov 6, 2025 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...
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...
I swear the guy with the bike in the yellow vest you found a veteran of Brampton, the old straight racist
I swear the guy with the bike in the yellow vest you found a veteran of Brampton, the old straight racist
Identity Attack0.46028158
Insult0.4339631
Profanity0.17803068
Threat0.018192071
Severe Toxicity0.023076924
Moderate 0.47323486 Moderate Con 0.342 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh …
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh no no Indians can't be in the government even though they have been living in the Brampton and GTA area for generations they are overlooked as real citizens but now that things have changed social media pages and channels like this have been for the past 3-4 years spreading propaganda about Indians ruining Canada or some stupid shit like that. This video is just highlighting how easy it is to make this divisive content. This is in similar lines to those Instagram reel pages that post every little mistake Indian people do and get recorded and shamed for it online. Other races do the same shit but those pages only post about Indians. Target a specific group, even though all races have people like that. Racism needs a target race, it's like a hate group that's now festering online. I don't see these racists outside, but I know they are there silently judging me sitting in a public place. As for the amount of Immigrants, complain to your government. Actually try to make a change instead of being racist and divisive. This is not a solution, in fact it's the opposite of an actual solution that would work. All I see is Indian people especially in Brampton are hard workers that work 10+ hour shifts for minimum pay living paycheck to paycheck, and they are getting exploited by the companies that are Canadian but no one wants to talk about that, let's just complain about an ethnic group instead. Damn schizos.
Identity Attack0.48915586
Insult0.47787863
Profanity0.4001375
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.47173777 Constructive 0.706
Oct 4, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
racists goin crazy over here. Brampton is better now than it ever was thanks to hardworking immigrants.
racists goin crazy over here. Brampton is better now than it ever was thanks to hardworking immigrants.
Identity Attack0.3895355
Insult0.46476576
Profanity0.11477985
Threat0.00967031
Severe Toxicity0.01735206
Moderate 0.45396814 Moderate Con 0.414
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Every fast food place in Mississauga and Brampton is owned and operated by racist Indian people this started to happen right after Justin Trudeau was elected in 2015
Every fast food place in Mississauga and Brampton is owned and operated by racist Indian people this started to happen right after Justin Trudeau was elected in 2015
Identity Attack0.50917345
Insult0.36798462
Profanity0.050429728
Threat0.007754337
Severe Toxicity0.020257099
Moderate 0.4421347 Moderate Con 0.346 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Speaking as a black immigrant. Brampton is the first place and only thus far where I have experienced racism. It was the worst 2 years of living here...high car insurance cause they keep meeting in …
Speaking as a black immigrant. Brampton is the first place and only thus far where I have experienced racism. It was the worst 2 years of living here...high car insurance cause they keep meeting in accidents...deliberately and by accident. They are nasty. Don't follow rules. Impose their own ways on everybody else. I'm not racist but they make me feel partial.
Identity Attack0.46028158
Insult0.4125297
Profanity0.15283443
Threat0.011819307
Severe Toxicity0.022452017
Moderate 0.42985553 Constructive 0.687 Personal_Narrative
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
Indian and Japanese here, I know this may come off as a little racist to my own culture, but Indian people are the most insufferable people on the planet. I don’t live in Brampton I’m …
Indian and Japanese here, I know this may come off as a little racist to my own culture, but Indian people are the most insufferable people on the planet. I don’t live in Brampton I’m in Australia but the majority of the Punjabi people here are so insufferable I can’t take it. (I’m Bengali fyi) it’s not just Punjabi people tho a lot of other dialects are like that, even where I’m from. But yeah, don’t attack me it’s just my opinion.
Identity Attack0.50515443
Insult0.36798462
Profanity0.2253223
Threat0.035113025
Severe Toxicity0.030523606
Moderate 0.42349213 Constructive 0.683 Identity Attack Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and …
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and the city was a great blue collar town to spend time in… ever since the Indian invasion I almost never go, seeing people defaecate and urinate frequently in public, the abhorrent driving, the dirtiness, & the incredible rudeness of the Indian population has made me not visit in yrs now. It’s getting worse in other areas like Niagara as well, where the same problem is occurring. What kills me is that if anyone who’s white speaks up about this the pathetic liberals instantly call you a “bigot” or a “Racist” for simply stating facts and expressing how MANY of us are feeling. A vast majority of Canadians had NO problem with the initial influx of Indians moving here in the early 2000’s they came over we’re very respectful, assimilated, became Canadians, & respected Canada and Canadians… this last 15 yrs has been the exact opposite.
Identity Attack0.4453683
Insult0.40243408
Profanity0.26735115
Threat0.030623792
Severe Toxicity0.023927659
Moderate 0.41168427 Constructive 0.738 Identity_Assertion
Jan 27, 2026 1 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...
If I were to say I want to live around white people that would be considered racist. And yet here’s Brampton where Indians come to Canada to make an Indian community.
If I were to say I want to live around white people that would be considered racist. And yet here’s Brampton where Indians come to Canada to make an Indian community.
Identity Attack0.46050715
Insult0.24424846
Profanity0.07047026
Threat0.009126588
Severe Toxicity0.016060932
Moderate 0.39441586 Moderate Con 0.426
Nov 27, 2025 Inside Canada's Indian Metropolis (Brampton)
I use to live in brampton and I'm white. When I was attending school people were racist to me, thats how bad it is. Mind u I have friends who are indian so I got …
I use to live in brampton and I'm white. When I was attending school people were racist to me, thats how bad it is. Mind u I have friends who are indian so I got nothing against them it's just they can be so mean and racist.
Identity Attack0.40158966
Insult0.25998658
Profanity0.17241211
Threat0.010990778
Severe Toxicity0.017481172
Moderate 0.37576625 Constructive 0.742 Personal_Narrative
Feb 5, 2026 1 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)
As usual so many racist comments. Canada is a melting pot. Do you think most of the white people are Canadian for 1000 years and not first/2nd/3rd generation immigrant themselves like from Italy, Greece, Portugal, …
As usual so many racist comments. Canada is a melting pot. Do you think most of the white people are Canadian for 1000 years and not first/2nd/3rd generation immigrant themselves like from Italy, Greece, Portugal, Ireland, etc.? Anyway, I enjoyed the video. Brampton seems like a mini Punjab/ mini India. And driving over there is bad is true but why do the police and authorities don't do anything about it? Easy money from fines.
Identity Attack0.39870077
Insult0.25602314
Profanity0.031641733
Threat0.007547205
Severe Toxicity0.013414118
Moderate 0.3625127 Constructive 0.747 Moral_Argument
Feb 7, 2026 1 likes Inside Canada's Indian Invasion...
Flol, how did u manage to find the most racist dude in Brampton?
Flol, how did u manage to find the most racist dude in Brampton?
Identity Attack0.20483385
Insult0.336253
Profanity0.041912504
Threat0.008065036
Severe Toxicity0.009765625
Moderate 0.36095104 Low Con 0.252
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.