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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: "It’s not just Brampton, our …" 1,012 comments · Page 9 of 41
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...
Finally someone makes a video on Brampton! 🇮🇳 You’ve been killing it lately with these videos
Finally someone makes a video on Brampton! 🇮🇳 You’ve been killing it lately with these videos
Identity Attack0.058401883
Insult0.097093195
Profanity0.17987521
Threat0.42643023
Severe Toxicity0.023076924
Moderate 0.42129645 Moderate Con 0.466 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Brampton has been Brown Town since the 90s and nothing wrong with that. Same thing happend in Surrey in BC. The mass immigration of Indians lately to these areas is because that's where their beachhead …
Brampton has been Brown Town since the 90s and nothing wrong with that. Same thing happend in Surrey in BC. The mass immigration of Indians lately to these areas is because that's where their beachhead is so to speak. The problem is the low quality of immigrants. For some reason the new influx are like the gypsies of the Indian people. They are scammers and cheaters. Other Indians don't want them around either. Look at the politicians and the government administrators, the college deans that had 9/1 Indian to Canadians. They aren't held accountable. They got promotions.
Identity Attack0.458714
Insult0.4339631
Profanity0.15812257
Threat0.013269233
Severe Toxicity0.023076924
Moderate 0.41910073 Constructive 0.55 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
PIN THIS. The Indian invasion was a direct response to the trucker protest. Laying off the unvaccinated resulted in a “labor shortage” that justified all the Punjabis scamming their way into Canada. This is ethnic …
PIN THIS. The Indian invasion was a direct response to the trucker protest. Laying off the unvaccinated resulted in a “labor shortage” that justified all the Punjabis scamming their way into Canada. This is ethnic cleansing that all the parties are on. SAVE US AMERICA OR YOU WILL BE NEXT. The Punjabis already created a Brampton in California - Yuba city outside of Sacramento. Thats where the Punjabi truck driver fled to after killing people in Florida with his illegal u turn. SAVE US.
Identity Attack0.46028158
Insult0.34782293
Profanity0.0838743
Threat0.2836219
Severe Toxicity0.023692908
Moderate 0.41910073 Moderate Con 0.491 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
We don't call it Brampton anymore, we call it pajjiville. Same as Malton. Both cities' home prices went to shyt 😂
We don't call it Brampton anymore, we call it pajjiville. Same as Malton. Both cities' home prices went to shyt 😂
Identity Attack0.010803374
Insult0.26395
Profanity0.44890457
Threat0.006977591
Severe Toxicity0.017610285
Moderate 0.41690505 Moderate Con 0.398
Jan 9, 2026 Inside Canada's Indian Metropolis (Brampton)
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...
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...
hindu percent is just 2.3 and sikhs just 2.1 so total 4.4 that too just in brampton or greater tornto but muslims illegal immigrants refugees muslim refugess they make up 5 percent they go ghettos …
hindu percent is just 2.3 and sikhs just 2.1 so total 4.4 that too just in brampton or greater tornto but muslims illegal immigrants refugees muslim refugess they make up 5 percent they go ghettos and all but still they arent blamed
Identity Attack0.4931391
Insult0.26957804
Profanity0.14930901
Threat0.03304107
Severe Toxicity0.023599008
Moderate 0.41168427 Moderate Con 0.459 Unverified_Claim
Oct 5, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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...
As soon as you cross into Brampton, you notice right away how noticeably more erratic and egoistic the drivers are!
As soon as you cross into Brampton, you notice right away how noticeably more erratic and egoistic the drivers are!
Identity Attack0.036878675
Insult0.47384647
Profanity0.02208166
Threat0.0076119336
Severe Toxicity0.006904602
Moderate 0.40891263 Low Con 0.255 Identity_Assertion
Jan 27, 2026 788 likes Inside Canada's Indian Invasion...
Brampton has a monkey man statue, So they are monkeys? Makes sense.
Brampton has a monkey man statue, So they are monkeys? Makes sense.
Identity Attack0.049989145
Insult0.47020787
Profanity0.117874645
Threat0.006712203
Severe Toxicity0.0104522705
Moderate 0.40891263 Low Con 0.218 Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
3:55 I expect Indians to be all the workers in Brampton that’s not a bad thing… what’s scary is when you go to Huntsville and it’s STILL all Indians
3:55 I expect Indians to be all the workers in Brampton that’s not a bad thing… what’s scary is when you go to Huntsville and it’s STILL all Indians
Identity Attack0.46028158
Insult0.20201176
Profanity0.108590275
Threat0.013476364
Severe Toxicity0.023076924
Moderate 0.40336934 Moderate Con 0.419 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
No wgite people in Brampton anymore is crazy work Trudeau
No wgite people in Brampton anymore is crazy work Trudeau
Identity Attack0.44690517
Insult0.36798462
Profanity0.084844165
Threat0.010421164
Severe Toxicity0.017610285
Moderate 0.4014846 Low Con 0.232 Identity_Assertion
Feb 14, 2026 Inside Canada's Indian Invasion...
She is the most embarrassing minister Canada ever had. She is going to bring few millions criminals more to Canada this year. That’s why Canada is a crime Capital of the world. I heard, they …
She is the most embarrassing minister Canada ever had. She is going to bring few millions criminals more to Canada this year. That’s why Canada is a crime Capital of the world. I heard, they are going to change the name for Brampton. Its going to be called either Brown town or Khalistan.
Identity Attack0.20088354
Insult0.4555076
Profanity0.041912504
Threat0.012699619
Severe Toxicity0.014511578
Moderate 0.4014846 Low Con 0.282 Unverified_Claim
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Tyler Oliveira in Brampton crazyyyyyyyyyyyy
Tyler Oliveira in Brampton crazyyyyyyyyyyyy
Identity Attack0.01465176
Insult0.37960073
Profanity0.1554785
Threat0.009644418
Severe Toxicity0.018449519
Moderate 0.4014846 Low Con 0.273 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
My uncle lives in Brampton. its a HORRIBLE place
My uncle lives in Brampton. its a HORRIBLE place
Identity Attack0.2949366
Insult0.32211447
Profanity0.22552395
Threat0.009799767
Severe Toxicity0.01935331
Moderate 0.4014846 Moderate Con 0.384 Personal_Narrative
Jan 28, 2026 5 likes Inside Canada's Indian Invasion...
Its not just brampton. They are fking everywhere. My walmart, costco in Brampton flooded always think im in new delhi
Its not just brampton. They are fking everywhere. My walmart, costco in Brampton flooded always think im in new delhi
Identity Attack0.06431354
Insult0.24287975
Profanity0.46460027
Threat0.009256045
Severe Toxicity0.023076924
Moderate 0.4013387 Moderate Con 0.434
Dec 26, 2025 Inside Canada's Indian Metropolis (Brampton)
I live in bc surrey. It’s pretty close in terms of being Brampton I hate our government
I live in bc surrey. It’s pretty close in terms of being Brampton I hate our government
Identity Attack0.2816105
Insult0.26957804
Profanity0.1719469
Threat0.010913103
Severe Toxicity0.014640691
Moderate 0.4013387 Moderate Con 0.467 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Good, the less percentage of whites, the better. Also, Brampton has been the fast growing city for at least a decade know. All of the development is from Indians, and produces job and businesses. Whites …
Good, the less percentage of whites, the better. Also, Brampton has been the fast growing city for at least a decade know. All of the development is from Indians, and produces job and businesses. Whites are just "pressed" because the jobs are going to Indians.
Identity Attack0.50515765
Insult0.20201176
Profanity0.099305905
Threat0.011974656
Severe Toxicity0.022322904
Moderate 0.4013387 Constructive 0.624 Identity Attack Identity_Assertion
Feb 14, 2026 Inside Canada's Indian Invasion...
Daammnnn... I know every place you were at.... Brampton really has changed for the worse
Daammnnn... I know every place you were at.... Brampton really has changed for the worse
Identity Attack0.015154205
Insult0.21602537
Profanity0.44431314
Threat0.009048914
Severe Toxicity0.023076924
Moderate 0.4013387 Moderate Con 0.5 Fear_Threat
Feb 7, 2026 Inside Canada's Indian Invasion...
Shame on @rocanews for platforming lies and nonsense. Have multiple people claim that folks here don't have their " papers " without the research to back it up is wild. Also to claim they don't …
Shame on @rocanews for platforming lies and nonsense. Have multiple people claim that folks here don't have their " papers " without the research to back it up is wild. Also to claim they don't pay taxes is also Wild. And to claim that they don't have jobs is also wild. Also the white lady who bold face declared the Brampton used to be majority White, and is now upset that it's not is very telling lol. In her own words it used to be Multicultural but it's now bicultural. The gag is when it was majority white it wasn't bicultural because to her white people are always the norm lol. I'd like more evidence into how the Indian population has not assimilated. Wearing their own cultural clothes and worshiping where they choose to does not mean you have in a simulated LOL. Giving the mic to folks to spew unchecked nonsense is wild and you should all be utterly ashamed of yourselves. Did you feature any gudwara? Those are Sikh temples that provide lunger AKA free meals to people of any background. I've gone to Vancouver and seen it filled with tons of white and black who but looking for a meal and they were not turned away.
Identity Attack0.34000012
Insult0.40243408
Profanity0.12096943
Threat0.011379151
Severe Toxicity0.020257099
Moderate 0.4013387 Constructive 0.678
Oct 25, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I grew up in Brampton from 1985 to 2010. I watched it change. Not for the better. I got the hell out there and every time I go back to visit my fam, it's even …
I grew up in Brampton from 1985 to 2010. I watched it change. Not for the better. I got the hell out there and every time I go back to visit my fam, it's even worse. Almost never seeing any other race but Indian lol. It all has to do with Trudeau's dad designating that city as a go-to place for Indian migrants. The Trudeau's are part of the whole Satanic New World Order, and part of that order is using mass immigration as a weapon to destroy 1st world countries. His father started it back in the 70s. And yeah the driving is absolutely horrible. The car insurance skyrocketed. They destroyed the city I grew up in. It's a shit hole now. Many of them will tell you that India itself is a shit hole, but the more of them that come to Brampton, or wherever, they turn it into India. I don't consider it racism. It's their people but it's not like it's all of them, but it is a lot. From personal observance, they're the most unhygienic people I've ever met, and they love easy jobs the involve scamming others out of money. All of those scam callers are Indian. Nothing else. They have no dignity. No self respect. They just want money and don't care how to get it. I generally don't like them, but it's because of their negative behaviors. There are plenty of other races that come to Canada that people love. Have you ever heard of anyone complain about Filipinos? No. They're loved. They come here and know how to assimilate while keeping their own heritage intact in respect to our own. They're friendly, respectful, hygienic. Indian people just want to come here and make this place Indian and they have tons of kids, so that's exactly what's happening. Brampton was cooked years ago. It's just going to devour itself and fully become an extension of India, and it already has been spreading out from Brampton to the surrounding cities.
Identity Attack0.40158966
Insult0.37392882
Profanity0.2801717
Threat0.036149003
Severe Toxicity0.023076924
Moderate 0.40060925 Constructive 0.689 Personal_Narrative
Feb 15, 2026 Inside Canada's Indian Invasion...
grew up in Brampton I was at one time considered one the best and safest places to live in Canada, now it's becoming filthy and has a higher crime rate then a lot of American …
grew up in Brampton I was at one time considered one the best and safest places to live in Canada, now it's becoming filthy and has a higher crime rate then a lot of American ghettos
Identity Attack0.381025
Insult0.41767508
Profanity0.15635987
Threat0.008466354
Severe Toxicity0.017803956
Moderate 0.40060925 Constructive 0.605 Personal_Narrative
Jan 3, 2026 3 likes Inside Canada's Indian Metropolis (Brampton)
Ok, show me people who are drug addict in Brampton or in downtown toronto , who you can call crackhead
Ok, show me people who are drug addict in Brampton or in downtown toronto , who you can call crackhead
Identity Attack0.04306607
Insult0.45758462
Profanity0.1352073
Threat0.011586283
Severe Toxicity0.01322045
Moderate 0.39987978 Low Con 0.243 Question
Sep 19, 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.