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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 drive through Brampton for …" 74 comments · Page 2 of 3
bruh im living in brampton rn as a white guy and i must say it is so bad. only benefit is driving a subaru in snow and smokin them all in the streets.
bruh im living in brampton rn as a white guy and i must say it is so bad. only benefit is driving a subaru in snow and smokin them all in the streets.
Identity Attack0.3817989
Insult0.16824563
Profanity0.20700185
Threat0.13633445
Severe Toxicity0.023076924
Moderate 0.37576625 Moderate Con 0.42
Jan 27, 2026 Inside Canada's Indian Invasion...
This video says exactly what I've been saying for years. I've lived in Brampton my whole life and im 40 now so I'll tell you its changed and changed for the worse. My car has …
This video says exactly what I've been saying for years. I've lived in Brampton my whole life and im 40 now so I'll tell you its changed and changed for the worse. My car has been broken into atleast 20 times in 5 years and 3 months ago a older Indian man broke into our house and was wearing my sister's clothes sleeping in her bed. He went through all our stuff and even ate food out of the fridge. So violating and frustrating living in Brampton lately. I'm so ashamed to say im from Brampton and even indian people in other towns have made fun of me for living in Brampton and telling me how bad the driving is. Lol thanks buddy. 😢
Identity Attack0.36702603
Insult0.24287975
Profanity0.22592722
Threat0.054624002
Severe Toxicity0.023076924
Moderate 0.37340668 Constructive 0.805 Personal_Narrative
Sep 19, 2025 19 likes Inside Canada's Indian Metropolis (Brampton)
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 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...
These ben choads in Brampton can't drive! They're not in their senses! *head bobble
These ben choads in Brampton can't drive! They're not in their senses! *head bobble
Identity Attack0.08831879
Insult0.3388922
Profanity0.110447146
Threat0.01187109
Severe Toxicity0.0119018555
Moderate 0.32919475 Low Con 0.232
Jan 27, 2026 Inside Canada's Indian Invasion...
White guy in bicycle at -26degress while Indians in Brampton drive to work. They can afford to pay for car while he can’t 😂
White guy in bicycle at -26degress while Indians in Brampton drive to work. They can afford to pay for car while he can’t 😂
Identity Attack0.37879246
Insult0.11172232
Profanity0.068967216
Threat0.010084574
Severe Toxicity0.014253352
Moderate 0.3250515 Low Con 0.263
Jan 27, 2026 Inside Canada's Indian Invasion...
From someone that lives in Brampton. The people that drive here are terrible. And when it’s there fault they blame you for there poor driving skills. Terrible. No wonder our insurance is sky high.
From someone that lives in Brampton. The people that drive here are terrible. And when it’s there fault they blame you for there poor driving skills. Terrible. No wonder our insurance is sky high.
Identity Attack0.052944973
Insult0.34032786
Profanity0.02208166
Threat0.007521313
Severe Toxicity0.0061798096
Moderate 0.3234372 Constructive 0.56 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
i used to live in Brampton but me and my family moved because of how dangerous the area was caused by Indians and the parks where always covered in needles or diff illegal substances and …
i used to live in Brampton but me and my family moved because of how dangerous the area was caused by Indians and the parks where always covered in needles or diff illegal substances and we where scared to drive bc of the terrible driving situation
Identity Attack0.3817989
Insult0.16751462
Profanity0.06746418
Threat0.011819307
Severe Toxicity0.013155893
Moderate 0.31547862 Constructive 0.534 Personal_Narrative
Jan 27, 2026 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...
Tyler needs to cover the Chinese invasion in Richmond, BC next. The driving in Richmond is worse than Brampton.
Tyler needs to cover the Chinese invasion in Richmond, BC next. The driving in Richmond is worse than Brampton.
Identity Attack0.28622448
Insult0.18355975
Profanity0.022559889
Threat0.010162249
Severe Toxicity0.00793457
Moderate 0.30527395 Low Con 0.21
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Not just brown town in Brampton it’s all over. Worst thing man is they are training ppl in Punjab at the local stores. Train ppl in English or French it’s Canada. I find it ignorant …
Not just brown town in Brampton it’s all over. Worst thing man is they are training ppl in Punjab at the local stores. Train ppl in English or French it’s Canada. I find it ignorant to train ppl in a language that Canadians don’t use. I go into Tim Hortons in a small town and they barely know English. Ask for cream get sugar everytime man. the culture sometimes is rude and short with ppl. Too many apartments and rentals are putting student immigrants first instead of Canada students. The driving is unreal saw immigrants driving in the middle of the road!! Like wtf. It’s out of control.
Identity Attack0.18705739
Insult0.27763805
Profanity0.04667213
Threat0.007883795
Severe Toxicity0.007019043
Moderate 0.30502358 Constructive 0.661 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I live in Brampton it's bad, at least I live in the southern part where it's not quite as infested, but it's still bad. We used to play spot the white guy driving up the …
I live in Brampton it's bad, at least I live in the southern part where it's not quite as infested, but it's still bad. We used to play spot the white guy driving up the 410, and that was like 15 years ago.
Identity Attack0.32768643
Insult0.15485314
Profanity0.09292633
Threat0.014048163
Severe Toxicity0.013091337
Moderate 0.30464804 Constructive 0.653 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
The Canadians call Brampton , Bramledesh . I can't stand when I get sent there for work, I can't stand the smell of curry. I would love to have my country back to the way …
The Canadians call Brampton , Bramledesh . I can't stand when I get sent there for work, I can't stand the smell of curry. I would love to have my country back to the way it used to be in the 80's. I got rear ended by an Indian woman while driving down the road, I'm not sure how she got her license ( I know how she got it... $$$). There is no laws in India for driving a car so they don't know how to drive.
Identity Attack0.37012735
Insult0.1640896
Profanity0.035900343
Threat0.00951496
Severe Toxicity0.01083374
Moderate 0.30319387 Constructive 0.628 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
I lived in Brampton when its populations was 16,000 and it had a wooden bridge that crossed the Etobicoke Creek that ran across Hwy10 south at Meadowland park. It was washed away in 1965 flood. …
I lived in Brampton when its populations was 16,000 and it had a wooden bridge that crossed the Etobicoke Creek that ran across Hwy10 south at Meadowland park. It was washed away in 1965 flood. Small town, very 'orange', ie. Scottish protestant. Zero ethnics. Heck, they even hated the Catholics and wouldn't let them build the first Catholic church without a battle. It had one cinema downtown that charged .25cents for kids and .50cents for an adult ticket. It had a public pool that all the kids peed in during the summer and a red brick library which we went to religiously, every Friday to change our books. That town has completely disappeared. I used to drive to Brampton once a month for a meeting but decided driving into Brampton was such a risky behaviour especially on Bovaird, that I stopped going. Brampton has lost it character and exploded into a monstrous tract of cookie cutter box houses and strip malls. No one knows anyone else and there are no real neighbourhoods. If this is progress, give me the good old days when we could ride our bikes up and along Kennedy Road to Heart Lake conservation and go wading in the creek looking for tadpoles all day.
Identity Attack0.2795294
Insult0.16853803
Profanity0.24631839
Threat0.013631714
Severe Toxicity0.015157142
Moderate 0.30136615 Constructive 0.714 Personal_Narrative
Jan 27, 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...
My dad grew up in Brampton, it was a blue collar biker town. Hell's Angels ran it. Now it's Browntown aka Bramladesh I grew up in Milton just down Steeles Rd. There was an HA …
My dad grew up in Brampton, it was a blue collar biker town. Hell's Angels ran it. Now it's Browntown aka Bramladesh I grew up in Milton just down Steeles Rd. There was an HA clubhouse until it got fire bombed when i was a kid. Plaid and Mullets is what i grew up in... Now its mostly Indian. They've pretty much connected through growth.... *cough cough ....Indian invasion. Going to my hometown is like a different place all together, when i left the was only 1 Indian takeout and it was expensive. Brownchode told me because he was the only 1 unless you wanted to drive to Brampton, he laughed. Now when i go back all the places i used to know are all Indian. From grocery to take out our dine in. It's actually gross to see the complete takeover, thanks federal govt and the pos liberals
Identity Attack0.33675182
Insult0.110259406
Profanity0.20262444
Threat0.03787563
Severe Toxicity0.02167734
Low Tox 0.2855005 Constructive 0.626 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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...
We drove to Brampton from Alberta. While driving through the city to our destination, we saw no white skinned people. Good to visit with our family, but we were so glad to leave.
We drove to Brampton from Alberta. While driving through the city to our destination, we saw no white skinned people. Good to visit with our family, but we were so glad to leave.
Identity Attack0.2816105
Insult0.055547886
Profanity0.020646973
Threat0.009722093
Severe Toxicity0.0074005127
Low Tox 0.24442963 Constructive 0.659
Oct 4, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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...
Not just Brampton, even Mississauga. Drive down Milton and you’ll see it, too. Oakville might be the only city that doesn’t have them. If you’ve read this far… yes, I am making fun of sheep …
Not just Brampton, even Mississauga. Drive down Milton and you’ll see it, too. Oakville might be the only city that doesn’t have them. If you’ve read this far… yes, I am making fun of sheep who think it’s a flex to be Canadian and signal it to the herd by mentioning the cities.
Identity Attack0.11047905
Insult0.16802633
Profanity0.024267852
Threat0.009256045
Severe Toxicity0.0050735474
Low Tox 0.2359567 Moderate Con 0.452 Humor_Satire
Feb 26, 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...
@tyleroliveira. You should come to New Brunswick sometime! It’s mini Brampton, you can’t go to a restaurant and get good food or quality service anywhere. They leer at our woman and children at parks and …
@tyleroliveira. You should come to New Brunswick sometime! It’s mini Brampton, you can’t go to a restaurant and get good food or quality service anywhere. They leer at our woman and children at parks and litter everywhere they go. Let alone the amount of people driving the WRONG WAY on roads and in traffic cycles and this is including transport trucks! Companies only hiring Indians to get a tax cut. It’s a great time - come on by!
Identity Attack0.22783615
Insult0.081508696
Profanity0.01893901
Threat0.008129764
Severe Toxicity0.00579834
Low Tox 0.2312681 Constructive 0.585 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
I drive to work thru Brampton everyday. I play a game called spot the white person. I have been doing this for over a year and still haven't won the game.
I drive to work thru Brampton everyday. I play a game called spot the white person. I have been doing this for over a year and still haven't won the game.
Identity Attack0.23998553
Insult0.04442204
Profanity0.053435806
Threat0.02803385
Severe Toxicity0.008659363
Low Tox 0.22311419 Moderate Con 0.494 Humor_Satire
Jan 28, 2026 804 likes Inside Canada's Indian Invasion...
They even brought the Indian street driving culture into Brampton … lol
They even brought the Indian street driving culture into Brampton … lol
Identity Attack0.19890837
Insult0.06250052
Profanity0.045419596
Threat0.010447056
Severe Toxicity0.0065231323
Low Tox 0.2028889 Low Con 0.176 Humor_Satire
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.