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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 drivers” 😂" 39 comments · Page 1 of 2
8:50 CANADIANS HAVE TO DESTROY THAT INDIA STATUE IN BRAMPTON + WE HAVE TO DEPORT THOSE F0CKING PIECES OF SH!T CRIMINALS! + THOSE F0CKING PIECES OF SH!T INDOO , AFRICANS AND ISLAM DOESN'T KNOW HOW …
8:50 CANADIANS HAVE TO DESTROY THAT INDIA STATUE IN BRAMPTON + WE HAVE TO DEPORT THOSE F0CKING PIECES OF SH!T CRIMINALS! + THOSE F0CKING PIECES OF SH!T INDOO , AFRICANS AND ISLAM DOESN'T KNOW HOW TO DRIVE! THEY SHOULDN'T HAVE NO F0CKING COMMERCIAL DRIVER LICENCE!
Identity Attack0.80378765
Insult0.78565484
Profanity0.83974665
Threat0.4430943
Severe Toxicity0.641557
Toxic 0.93383175 Moderate Con 0.303 Identity Attack Insult Call_To_Action
Feb 26, 2026 Inside Canada's Indian Invasion...
I drive through Brampton for work every month... the drivers are insane. Just awful stupid.
I drive through Brampton for work every month... the drivers are insane. Just awful stupid.
Identity Attack0.04951127
Insult0.84251964
Profanity0.38483799
Threat0.00967031
Severe Toxicity0.023458159
Toxic 0.85173553 Moderate Con 0.437 Insult Fear_Threat
Jan 29, 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...
as a pakistani muslim highschooler living in brampton who lived in edmonton for half my life, we have so many issues in brampton, shit drivers, healthcare issues, racism, serious risk to life and property in …
as a pakistani muslim highschooler living in brampton who lived in edmonton for half my life, we have so many issues in brampton, shit drivers, healthcare issues, racism, serious risk to life and property in the rise of crime, but not everything is shit, a lot of punjabis here are actually great ppl, but there are lots of bad apples that make life in brampton sub par. if you talk to the right ppl and be in the right eviroments, brampton is okay..... still prefer edmonton.
Identity Attack0.46028158
Insult0.47384647
Profanity0.57236236
Threat0.011793415
Severe Toxicity0.12019568
Moderate 0.5532103 Constructive 0.759
Jan 27, 2026 Inside Canada's Indian Invasion...
It would be fine if they weren’t so dirty. They would come through my town to go to the beach and left garbage, food, and random ass things all over the store without a care. …
It would be fine if they weren’t so dirty. They would come through my town to go to the beach and left garbage, food, and random ass things all over the store without a care. They have shut down 66 illegal driving schools in Brampton in 2025 most were Indian that’s why they are such bad drivers. It’s so hard to get a job as a teen it’s fine if they want to learn our culture that’s fine but this is not India .
Identity Attack0.46028158
Insult0.48484445
Profanity0.42990944
Threat0.017156094
Severe Toxicity0.13073033
Moderate 0.51980776 Constructive 0.614 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I used to drive to brampton many years ago but now it is brutal. I refuse to live there anymore. It's looking LIKE Bangladesh dirty and filthy. I call it bramladish. It was onse a …
I used to drive to brampton many years ago but now it is brutal. I refuse to live there anymore. It's looking LIKE Bangladesh dirty and filthy. I call it bramladish. It was onse a nice place. The drivers are brutal too, no respect for the roads.
Identity Attack0.50588524
Insult0.4962726
Profanity0.20700185
Threat0.013321015
Severe Toxicity0.023317307
Moderate 0.4850187 Constructive 0.564 Identity Attack
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Old Father Brampton 😂 Totally Indian! No offence Drivers are not too bad as on Turkye streets. All who says it’s awful to drive in Brampton mostly those crazy drivers 😂
Old Father Brampton 😂 Totally Indian! No offence Drivers are not too bad as on Turkye streets. All who says it’s awful to drive in Brampton mostly those crazy drivers 😂
Identity Attack0.4482637
Insult0.48484445
Profanity0.22542313
Threat0.012440704
Severe Toxicity0.023176458
Moderate 0.48021027 Constructive 0.547 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
The best moment for me was when every single person, race, culture, etc all chimed that Brampton drivers are absolutely nuts. lol. The real truth. We're all bozos on the same bus. xD
The best moment for me was when every single person, race, culture, etc all chimed that Brampton drivers are absolutely nuts. lol. The real truth. We're all bozos on the same bus. xD
Identity Attack0.2783691
Insult0.50440645
Profanity0.25824076
Threat0.008841781
Severe Toxicity0.018320406
Moderate 0.45396814 Constructive 0.515 Insult Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
i work in insurance and a lot of auto claims, brampton is the absolute most expensive place in the country for car insurance costs, so many crashes, so many horrible drivers, so many deaths of …
i work in insurance and a lot of auto claims, brampton is the absolute most expensive place in the country for car insurance costs, so many crashes, so many horrible drivers, so many deaths of people being hit by indians in cars who come from a place with no law or whatever the fk goes on over there, they don't have licenses and just drive illegally sometimes too
Identity Attack0.38230872
Insult0.35677677
Profanity0.39842105
Threat0.05430072
Severe Toxicity0.023364257
Moderate 0.42985553 Constructive 0.564
Nov 5, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
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...
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...
Bro just exposed the whole Brampton 😂😂😂.... Those drivers are worst-ever...
Bro just exposed the whole Brampton 😂😂😂.... Those drivers are worst-ever...
Identity Attack0.023796257
Insult0.40243408
Profanity0.053435806
Threat0.009644418
Severe Toxicity0.0077056885
Moderate 0.37751234 Low Con 0.227 Humor_Satire
Feb 14, 2026 Inside Canada's Indian Invasion...
Brampton driving test centre needs to be shut down all employees are being paid on the side to pass these horrible drivers
Brampton driving test centre needs to be shut down all employees are being paid on the side to pass these horrible drivers
Identity Attack0.014149316
Insult0.40243408
Profanity0.055940874
Threat0.011974656
Severe Toxicity0.006904602
Moderate 0.3722269 Low Con 0.279 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Yep we are screwed big time, here in Moncton New Brunswick we only used to have a small number of Immigrants usually a mix of francophone students and refugees properly vetted by immigration. Jobs were …
Yep we are screwed big time, here in Moncton New Brunswick we only used to have a small number of Immigrants usually a mix of francophone students and refugees properly vetted by immigration. Jobs were available for everyone, a small example is the taxi cab drivers who were usually a mix of older semi retired Canadians, Sudanese and Syrian refugees who communicated well and tried to adapt to their new home, Canada. COVID hit and we started seeing Punjabi’s coming in unprecedented numbers, they say as students, from Brampton Ontario?Overnight all Walmart, Taxi/Truck Driving jobs, Tim Hortons, McDonalds were Punjabi jobs who do we blame? Rents are high, jobs once available are unavailable life has become hard where do we run same people voted again for the same government that has destroyed us 😢😢😢.
Identity Attack0.27662867
Insult0.28791866
Profanity0.33453682
Threat0.010550622
Severe Toxicity0.023076924
Moderate 0.36867723 Constructive 0.792
Jun 18, 2025 33 likes How Canada broke its immigration …
As a Brampton resident, the newer Indians, are giving the good ones a bad reputation. It used to be more multicultural city and immigrants actually assimilated with the customs of, Canada. It’s pretty much 90% …
As a Brampton resident, the newer Indians, are giving the good ones a bad reputation. It used to be more multicultural city and immigrants actually assimilated with the customs of, Canada. It’s pretty much 90% Indian now and about half of those don’t show signs of assimilating. Drivers here are so bad man! I’m convinced that a lot of them just pay for it. 😭 Their cuisine is good though, so, I’m grateful for that. 😅
Identity Attack0.3908055
Insult0.24928534
Profanity0.04742365
Threat0.0074954215
Severe Toxicity0.012283325
Moderate 0.3389984 Constructive 0.665 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
They get their license handed to them in brampton. Ontario. They literally do it. It's a scam, okay, because the tow truckers. Okay, they get the calls, but it's a mafia owned. So that's why …
They get their license handed to them in brampton. Ontario. They literally do it. It's a scam, okay, because the tow truckers. Okay, they get the calls, but it's a mafia owned. So that's why they do drivers school with them. They know they can't drive, but they pay for their license. And they hope they get in an accident. It's a big mafia scam.
Identity Attack0.018168874
Insult0.25800487
Profanity0.04792466
Threat0.10696311
Severe Toxicity0.008773804
Moderate 0.3140926 Moderate Con 0.495 Unverified_Claim
Feb 9, 2026 Inside Canada's Indian Invasion...
Im an Albertan indo and i found Brampton driver so worst ..
Im an Albertan indo and i found Brampton driver so worst ..
Identity Attack0.057492398
Insult0.2817503
Profanity0.04065997
Threat0.007586042
Severe Toxicity0.0049209595
Moderate 0.3047732 Constructive 0.514 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Well, the ELECTED of BRAMPTON, Ontario should REALY GET THEIR ACTS TOGETHER. Many, many accidents in the province of Quebec from ILLEGAL INDIAN TRUCK DRIVERS causing deaths! Big time URGENT issue! Thanks for the people …
Well, the ELECTED of BRAMPTON, Ontario should REALY GET THEIR ACTS TOGETHER. Many, many accidents in the province of Quebec from ILLEGAL INDIAN TRUCK DRIVERS causing deaths! Big time URGENT issue! Thanks for the people who spoke up against this phenomena of the "new immigration" (that want everything for free with no effort) - probably at their own risk.
Identity Attack0.35299334
Insult0.14150882
Profanity0.017504321
Threat0.04233929
Severe Toxicity0.012833111
Moderate 0.30452284 Constructive 0.654 Unverified_Claim
Sep 19, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
I love how they call them “Brampton drivers” and not Indians haha
I love how they call them “Brampton drivers” and not Indians haha
Identity Attack0.31892163
Insult0.10148193
Profanity0.09260304
Threat0.010188141
Severe Toxicity0.0118255615
Low Tox 0.29039988 Moderate Con 0.361 Humor_Satire
Feb 3, 2026 Inside Canada's Indian Invasion...
When I lived in Toronto I never had any problems except for the bad drivers. At least Toronto streets are cleaned and paved... It's not literally India yet. Brampton is the worst for driving though …
When I lived in Toronto I never had any problems except for the bad drivers. At least Toronto streets are cleaned and paved... It's not literally India yet. Brampton is the worst for driving though seriously.
Identity Attack0.22631748
Insult0.24928534
Profanity0.029888187
Threat0.007029374
Severe Toxicity0.0051879883
Low Tox 0.29039988 Constructive 0.671 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Canada does not need any student. Canada got enough talent. They let them in so Canada can persuade them to become truck drivers as Canada need lots of truck drivers. All the schools in Brampton …
Canada does not need any student. Canada got enough talent. They let them in so Canada can persuade them to become truck drivers as Canada need lots of truck drivers. All the schools in Brampton and Mississauga are total FRAUD and making money from these students. They should be stopped. I have been to IRCC page and it is extremely easy to let criminals in this country. Forced home invasions, Looting of Beer stores or LCBO. Looting of Jewelry stores. making illegal U turns in and around GTA has become a NORM. Garbage is everywhere. Fireworks is another major problems. They want to do it then do it in India. Don't bring this piece of shit in Canada. We have Canada day and couple others which are celebrated near Downtown Toronto and Niagara Falls. Go and watch. Queen is dead and no reason to have fireworks on stupid Victoria day. Abolish Victoria day or ban fireworks on that day.
Identity Attack0.14233272
Insult0.25205973
Profanity0.026317406
Threat0.011560392
Severe Toxicity0.008964539
Low Tox 0.28674445 Constructive 0.554 Unverified_Claim
Sep 28, 2025 IRCC Names India in Study …
I visited my friend in Toronto. He warned me about Brampton, Ontario. One of the worst drivers in Canada. They drive like they drive back home. The guy on the bike really speak his minds. …
I visited my friend in Toronto. He warned me about Brampton, Ontario. One of the worst drivers in Canada. They drive like they drive back home. The guy on the bike really speak his minds. I wouldn’t call him racist. He doesn’t recognize Canada anymore.
Identity Attack0.20878418
Insult0.21602537
Profanity0.020373698
Threat0.0076507707
Severe Toxicity0.005722046
Low Tox 0.2854699 Constructive 0.685 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
It’s not just Brampton. All the surrounding cities also. You can’t find anyone other than indias at all fast food , retail, gas stations etc. take a look at the Pearson Airport. Looks like you …
It’s not just Brampton. All the surrounding cities also. You can’t find anyone other than indias at all fast food , retail, gas stations etc. take a look at the Pearson Airport. Looks like you have arrived in India. I got rear ended by a drunk Indian driver last November , he tried to drive away. Got caught and arrested. This was at 7:00 pm on a Wednesday.
Identity Attack0.28034934
Insult0.08484049
Profanity0.02023706
Threat0.012699619
Severe Toxicity0.0059890747
Low Tox 0.2412222 Constructive 0.598 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
at 12:13 driver holding a drink lol 🤣you shure your not from Brampton ? more jobs since the great economic world wide downfall back in the 2000`s ? pardon the pun, thats the problem i …
at 12:13 driver holding a drink lol 🤣you shure your not from Brampton ? more jobs since the great economic world wide downfall back in the 2000`s ? pardon the pun, thats the problem i dont see indians causing acidents i see other ethencities driving wild from increased traffic but theres a sign near Toronto ``all roads lead to Bramton inst it a fact the roads in canada are all conected to brampton . but every ethenicity throughout the years has run brampton look at populations from the past its a brampton thing, only drivers have issues with are intiled people the wealthy in brampton drive way too fast ! not any others its simple people got to drive slower thats all especialy morning traffic they go nuts. the people born in canada are being too agressive as they drive thats what i have seen ! new drivers are making too many mistakes and experienced drivers are driving any ways they want thats the issues ! Cool video dude .....
Identity Attack0.10699738
Insult0.10148193
Profanity0.043415543
Threat0.009696201
Severe Toxicity0.008354187
Low Tox 0.23415339 Constructive 0.692 Comparative_Framing
Jan 28, 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.