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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: "I live in Brampton, Indians …" 94 comments · Page 1 of 4
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...
I live in Ontario, a few hours from Brampton. I say this so you understand when I say "Khalistanis GO HOME" I fucking mean it. Sihks, Hindu, whatever is fine - but leave your fucking …
I live in Ontario, a few hours from Brampton. I say this so you understand when I say "Khalistanis GO HOME" I fucking mean it. Sihks, Hindu, whatever is fine - but leave your fucking seperatist politics out of Canada. To be clear, you (one of the documentarians) was adorned with a pro Indian seperatist headwrap with a the Khalistani yellow and the symbol of swords. (12:00) You've just shown support for what is defined as a terrorist organization by many countries in the world, except Canada.
Identity Attack0.55044734
Insult0.5588244
Profanity0.6242122
Threat0.08089764
Severe Toxicity0.34993178
Moderate 0.6611249 Constructive 0.604 Identity Attack Insult Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I live in Brampton, it's the Indians that drive like crap, they are always on their phones and they do not obey the street laws at all, they break red lights, stop signs they speed …
I live in Brampton, it's the Indians that drive like crap, they are always on their phones and they do not obey the street laws at all, they break red lights, stop signs they speed in the snow, they park wherever they stop wherever they do not care.
Identity Attack0.6007182
Insult0.6051471
Profanity0.47435758
Threat0.032005094
Severe Toxicity0.16960317
Moderate 0.6544696 Constructive 0.501 Identity Attack Insult Identity_Assertion
Feb 24, 2026 Inside Canada's Indian Invasion...
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...
I live in Brampton. One small thing that bugs me is every year at Christmas time the grocery chain Sobey's does not respect this holiday. This woke crap company says "Holiday" and yet all year …
I live in Brampton. One small thing that bugs me is every year at Christmas time the grocery chain Sobey's does not respect this holiday. This woke crap company says "Holiday" and yet all year long put up signs in their stores about "Ed" and "Ramadan". They can't say the word "Christmas" !! Us white Canadians make this company what it is today, NOT these people from India. It's wrong. I really hate these woke companies. And thanks to these ignorant Indian people we are not allowed to do fire works on Canada Day because they had to ruin that for us as well by setting off fire works all the time at all hours of the night during their holidays. Fire works of any kind are now banned.
Identity Attack0.56445944
Insult0.57566804
Profanity0.41031027
Threat0.027170537
Severe Toxicity0.16960317
Moderate 0.6020386 Constructive 0.634 Identity Attack Insult
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
"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)
Tyler, They have had saber fights in the parking lot (iirc Sheridan College Davis campus). There's conflicts between hindus and sikhs every fucking diwali due to the khalistan bullshit. These indians love shooting fireworks up …
Tyler, They have had saber fights in the parking lot (iirc Sheridan College Davis campus). There's conflicts between hindus and sikhs every fucking diwali due to the khalistan bullshit. These indians love shooting fireworks up until 3am, and disturb all the folks trying to sleep, and terrorize dogs kept outside. Diwali has gotten so bad one year, the city had to issue air pollution warnings due to the amount of fireworks. They've also found out some time ago that there was a basement where they had 30+ different individuals living there, packed like a can of sardines. The sikhs are absolute ass at driving, and they run the trucking industry. Accidents everywhere. Brampton has developed a real bad name over the years. Absolute shit city.
Identity Attack0.55044734
Insult0.5130944
Profanity0.55356324
Threat0.28031203
Severe Toxicity0.34938923
Moderate 0.5885171 Constructive 0.595 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
The entire province of Ontario is starting to look like Brampton. I live in Guelph and I just quit my job after only 3 months because I had to keep telling my supervisor that I …
The entire province of Ontario is starting to look like Brampton. I live in Guelph and I just quit my job after only 3 months because I had to keep telling my supervisor that I didn't speak Indian!!! I'm not working another second until every Indian is deported. I am not training a terrorist to be a normal citizen. They're all saboting scumbags too. Especially the gen z Indians! They are the worst. Lazy, entitled, always on their phones and constantly wonders why white ppl work so hard. Yknow if you work hard your day will go by quicker.
Identity Attack0.5516043
Insult0.5678696
Profanity0.36230123
Threat0.04686524
Severe Toxicity0.16960317
Moderate 0.57271194 Constructive 0.562 Identity Attack Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I live in suburban Toronto right next to Brampton, thanks for bringing attention to this matter. Everything you showed in this video is 100% facts. These guys have turned Toronto into a crime-ridden shithole, tons …
I live in suburban Toronto right next to Brampton, thanks for bringing attention to this matter. Everything you showed in this video is 100% facts. These guys have turned Toronto into a crime-ridden shithole, tons of home invasions, auto thefts and robberies are through the roof, taking all of the jobs and opportunities away from young Canadians, etc. Youth unemployment in Canada is 25% all because of these guys. These Indians use these shitty no-name "colleges" to sneak their way into Canada and then don't leave when their visas expire and work illegally under table, not paying taxes on their income like the rest of us do. In Brampton, you'll often find 3-4+ families living in the same house. Pretty much any restaurant or establishment you go to, there will be mostly Indians working there, barely any white people. It's a plague.
Identity Attack0.5135796
Insult0.5177041
Profanity0.50818664
Threat0.03718498
Severe Toxicity0.17926651
Moderate 0.5721988 Constructive 0.719 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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...
They allowed the vid back , been living in Brampton 35 years seen it go from nice to trash as soon as it got filled with Indians
They allowed the vid back , been living in Brampton 35 years seen it go from nice to trash as soon as it got filled with Indians
Identity Attack0.5612457
Insult0.48627716
Profanity0.32299677
Threat0.012699619
Severe Toxicity0.13599765
Moderate 0.568186 Moderate Con 0.398 Identity Attack Identity_Assertion
Feb 3, 2026 Inside Canada's Indian Invasion...
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...
There’s definitely an influx of Indians in Brampton that make a mess which needs to change lol but with all that talk about being dirty and living together.. how often have you ever come across …
There’s definitely an influx of Indians in Brampton that make a mess which needs to change lol but with all that talk about being dirty and living together.. how often have you ever come across a homeless Indian? Do we need less of them? Yes, but do a lot of them also grind their asses off to make it work? Yes. They only get berated because there’s a surge of them, and this would’ve been just as bad for Africans, Latinos and East asians if roles were reversed. “They stay to themselves” yeah it’s called a community and white people have always excluded minorities lmao so suck it up. We do need to deport a lot of these students who make a mess but lets not act like these Indians aren’t hustlers who do what it takes to make it work.
Identity Attack0.49584505
Insult0.46625584
Profanity0.41503602
Threat0.07323132
Severe Toxicity0.16233426
Moderate 0.4826145 Constructive 0.63
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
White people always cry about things that has no relation with the indian people They don't work and are homeless meanwhile we indians are flourishing in every part of canada , you can rarely see …
White people always cry about things that has no relation with the indian people They don't work and are homeless meanwhile we indians are flourishing in every part of canada , you can rarely see any homeless indian person but almost all homless people in a brown town like brampton are whites That old ugly guy was saying that they(browms) don't work and these(white) people also say that indians have taken over the jobs 😂 Dude we are not going anywhere , i live in Brampton ❤
Identity Attack0.53446084
Insult0.4339631
Profanity0.15724123
Threat0.010032792
Severe Toxicity0.023076924
Moderate 0.47772613 Constructive 0.569 Identity Attack Identity_Assertion
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
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)
Ummmm anyone who lives in the GTA knows damn well that these people infest far beyond just Brampton. Travel in the Toronto subway any day in the evening and it's easily 85-90% Indian. Mississauga? A …
Ummmm anyone who lives in the GTA knows damn well that these people infest far beyond just Brampton. Travel in the Toronto subway any day in the evening and it's easily 85-90% Indian. Mississauga? A hot Indian mess. Milton? Same thing. Pickering is getting there quick. Even Oakville is being rapidly invaded by them. It's a literal plague.
Identity Attack0.46028158
Insult0.46173862
Profanity0.35597226
Threat0.016120117
Severe Toxicity0.02491361
Moderate 0.47119883 Constructive 0.547
Sep 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I am of Indian decent, a resident and home owner in Brampton this city was nice at one time, no more, do not move here, city has become a dump. I see these people driving …
I am of Indian decent, a resident and home owner in Brampton this city was nice at one time, no more, do not move here, city has become a dump. I see these people driving cars with AK47 graphics, driving reckless with no care. As for becoming Canadian forget it, these people dump their trash on the streets like they are living in India.
Identity Attack0.44690517
Insult0.4339631
Profanity0.0913099
Threat0.010058682
Severe Toxicity0.019095084
Moderate 0.4269174 Constructive 0.579
Sep 19, 2025 1 likes 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...
For all the Indians reading comments here We are hated because of these: - Abandoning shopping carts in walmart/supermarket parking lot, or dragging the carts to the place where you live and throwing it by …
For all the Indians reading comments here We are hated because of these: - Abandoning shopping carts in walmart/supermarket parking lot, or dragging the carts to the place where you live and throwing it by the roadside - Zooming past two way/four way stop signal - Unnecessarily accelerating and revving cars while driving through a residential area. Trust me ITS NOT "COOL" - Playing Punjabi gangster rap music at full volume, or talking loudly on phone when using public transport - Talking loudly with friends in places where we are expected to talk softly: Hospitals, museums, art gallery government/visa office, Medical centers/clinic - Stretching yours legs over the opposite empty seat while travelling in bus or train. Crowding the Handicap ramp to access GO train because it makes it easier to board the train (WTF!). - Suddenly switching lanes and turning into streets without using the indicator. - Opening the car door in full swing and leaving a dent/scratch on the next car at parking lots. Not so much as a courtesy to leave a sorry note. - Stealthily walking the dog at night and not picking up after dog - Throwing the car's garbage towards the direction of the dustbin when driving past a bus stop in residential area. - No basic etiquette and manners of wishing, thanking or apologizing. Did you know you are supposed to greet/wish the bus driver when you board a bus? - Refusing to speak in English while in Indian populated city. - Brampton, even worse - trying to fake an accent when you suck at grammar - Partying loudly through the night with no regards to neighbors - Culture dumping - deliberately bursting crackers when the city has banned it, making agni kund in backyard without taking safety precautions, its a fire hazard for houses built of wood, loudly playing mantras/bhajans early morning when you are living in a Condo/apartment - Not caring to shovel snow off footpath - Not showering after you've cooked at home and smelling like curry in the office. Guys Please be better!
Identity Attack0.44690517
Insult0.33154017
Profanity0.25458565
Threat0.09316374
Severe Toxicity0.02449106
Moderate 0.41690505 Constructive 0.614 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Brampton resident here. It’s a living nightmare. You know why our insurance is the highest in the country? Indians drive drunk. If you are white teenager you cannot find a job unless your last name …
Brampton resident here. It’s a living nightmare. You know why our insurance is the highest in the country? Indians drive drunk. If you are white teenager you cannot find a job unless your last name is Patel or Singh. Most Indians are friendly and I don’t have a problem with them. They come to Brampton because in Punjab they have posters of Brampton on their travel agencies to be among their people. Now the guy on the bike, lmao. Thanks Tyler for making the bike guy our white ambassador. Brampton resident here. It’s a living nightmare. You know why our insurance is the highest in the country? Indians drive drunk. If you are a white teenager, you cannot find a job unless your last name is Patel or Singh. Most Indians are friendly, and I don’t have a problem with them. They come to Brampton because in Punjab, they have posters of Brampton in their travel agencies to be among their people. Now, the guy on the bike, lmao. Thanks, Tyler, for making the bike guy our white ambassador.
Identity Attack0.46028158
Insult0.36537176
Profanity0.20808282
Threat0.02924249
Severe Toxicity0.023223408
Moderate 0.41168427 Constructive 0.712 Personal_Narrative
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
I hate to say it…. But the natives of Brampton did not sell their message very well. I heard a lot of racism from them. While the Indian people in this video were making sense …
I hate to say it…. But the natives of Brampton did not sell their message very well. I heard a lot of racism from them. While the Indian people in this video were making sense in a lot of their comments…FYI i am a white person living in Brampton. Just calling balls and strikes, no agenda for me.
Identity Attack0.3817989
Insult0.22770336
Profanity0.29456177
Threat0.077831104
Severe Toxicity0.023076924
Moderate 0.39669925 Constructive 0.723
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
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 live in Brampton, Indians are great except the driving and over crowding of houses.
I live in Brampton, Indians are great except the driving and over crowding of houses.
Identity Attack0.46028158
Insult0.24928534
Profanity0.12639372
Threat0.011172019
Severe Toxicity0.021419114
Moderate 0.38434127 Constructive 0.604 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
I live in Brampton. I can go days without meeting a white Canadian. Everyone seems to be Indian, Pakistani or Bangladeshi
I live in Brampton. I can go days without meeting a white Canadian. Everyone seems to be Indian, Pakistani or Bangladeshi
Identity Attack0.46028158
Insult0.15911613
Profanity0.07223598
Threat0.009696201
Severe Toxicity0.017481172
Moderate 0.37751234 Moderate Con 0.452 Identity_Assertion
Feb 20, 2026 2 likes LILLEY UNLEASHED: The fall of …
Yes, Indians came to Canada. Yes, they live mostly in Brampton. So what? The focus should be on whether a person is a good citizen or not. If an Indian is being an a** sure …
Yes, Indians came to Canada. Yes, they live mostly in Brampton. So what? The focus should be on whether a person is a good citizen or not. If an Indian is being an a** sure call him out, but do exactly the same for any other race or community. There are many hard working, law abiding Indians in Brampton. Painting all Indians with the same brush demotivates the genuine ones. This is like someone spotting 5 homeless white or refugee people on the road and filming them to then say all white and refugees are sh*t.
Identity Attack0.42615733
Insult0.3388922
Profanity0.30866358
Threat0.035113025
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.695 Moral_Argument
Oct 5, 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.