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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 3 of 3
6:10 66 ILLEGAL DRIVING schools shut down in Brampton my moms Indian friend moved to my small town and literally told us half her family bought there license
6:10 66 ILLEGAL DRIVING schools shut down in Brampton my moms Indian friend moved to my small town and literally told us half her family bought there license
Identity Attack0.11163961
Insult0.034341812
Profanity0.055940874
Threat0.014220826
Severe Toxicity0.010299683
Low Tox 0.20242359 Moderate Con 0.453 Unverified_Claim
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
no way this man went to brampton lmfao how was the driving?
no way this man went to brampton lmfao how was the driving?
Identity Attack0.011839314
Insult0.06250052
Profanity0.11663672
Threat0.009178371
Severe Toxicity0.009002686
Low Tox 0.20056234 Low Con 0.266 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
There is Two Indian Metropolis. Brampton in the east and Surrey in the West. 2021 Census Data showed the Population of Surrey is at 568,000 38% of that population number is Indian only 3% of …
There is Two Indian Metropolis. Brampton in the east and Surrey in the West. 2021 Census Data showed the Population of Surrey is at 568,000 38% of that population number is Indian only 3% of the population is white. They project that nearly 70% of Surreys population would be Indian by 2030. But by golly keep them away from a Big rig because they cannot drive them and give all Truckers a bad name.
Identity Attack0.1769227
Insult0.061451588
Profanity0.023174755
Threat0.012596053
Severe Toxicity0.005760193
Low Tox 0.19504376 Constructive 0.593 Unverified_Claim
Oct 26, 2025 Inside Canada's Indian Metropolis (Brampton)
The worst city to drive in is, by far, Brampton. People make up their own rules and then scream at you for wishing to follow the driving laws.
The worst city to drive in is, by far, Brampton. People make up their own rules and then scream at you for wishing to follow the driving laws.
Identity Attack0.015958117
Insult0.0813853
Profanity0.022354934
Threat0.0077802283
Severe Toxicity0.0028800964
Low Tox 0.16678599 Moderate Con 0.348
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Moved out of Brampton in 07. Such a change. And I hate evening driving through now
Moved out of Brampton in 07. Such a change. And I hate evening driving through now
Identity Attack0.012943448
Insult0.04032305
Profanity0.03715288
Threat0.0075083673
Severe Toxicity0.0024795532
Low Tox 0.15987846 Constructive 0.51 Personal_Narrative
Dec 7, 2025 9 likes Inside Canada's Indian Metropolis (Brampton)
Canada's Immigration Crisis: Prioritizing National Interests Over Uncontrolled Influx from India The Government of Canada must immediately halt the unchecked influx of immigrants from India. This is not about xenophobia—it's about protecting Canadian society, resources, …
Canada's Immigration Crisis: Prioritizing National Interests Over Uncontrolled Influx from India The Government of Canada must immediately halt the unchecked influx of immigrants from India. This is not about xenophobia—it's about protecting Canadian society, resources, and identity from a pattern of exploitation that is eroding our nation. 1. Failure to Assimilate and Community Insularity Indian immigrants are not integrating into Canadian culture. Instead, they form parallel societies: Sending children to private ethnic schools that prioritize Indian languages and customs over Canadian values. Erecting statues and cultural symbols that celebrate India, not Canada—this is Canada, not a satellite of New Delhi. Prioritizing their own communities in hiring and services, creating ethnic enclaves that exclude others. This insularity prevents true assimilation and fosters division. 2. Exploitation of Systems and Loopholes Many arrive through fraudulent means and demand instant benefits: Establishing "diploma mill" colleges solely to gain entry, then claiming permanent residency or citizenship after minimal study. Only Indians teachers are hired through this made up "Colleges". Sponsoring extended family chains (parents, siblings, cousins) who contribute nothing but drain resources. Elderly parents, who have never paid Canadian taxes, access healthcare and social services immediately, overburdening hospitals while their families use nursing homes as a last resort. Bribing for driver's licenses abroad, leading to reckless, entitled driving on Canadian roads. These tactics exploit loopholes, bypassing fair processes meant for genuine contributors. 3. Strain on Resources and Job Market The rapid population growth is unsustainable: High birth rates (far above Canada's replacement level) are used strategically to "populate" the country and secure more benefits. Taking jobs from Canadians in government, police, education, healthcare, and beyond—often through nepotism and "cutting in line" for their networks. For example IRCC Director - Harpreet Kochhar Deputy Minister - Pemi Gill and Aiesha Zafar who have no idea where the 79,000 illegal Indians are in Canada. Remove these Minister from their position. They are incompetent in the jobs. Fraud = Predominant country = India. Nepotism is rampant in their community and their class system mentality. Overwhelming housing, food banks, parks (littered with garbage), and public spaces (including reports of improper behavior on beaches). Many work in low-productivity roles, undercutting wages and relying on welfare despite employment. Canadians are being displaced in their own country. 4. Criminal and Cultural Importation A subset brings a "gangster mentality" from India: Rising involvement in organized crime, fraud, and violence in cities like Brampton and Surrey. Lazy or substandard work ethic in some cases, prioritizing quick gains over quality. Just look at Tim Horton! This is not the skilled, law-abiding immigration Canada needs. Call to Action: Policy Reforms Now Cap and pause Indian immigration until assimilation metrics improve. End chain migration and fake college scams—require proven contributions before PR/citizenship. Enforce assimilation: Mandate public schools, cultural integration tests, and community service. Protect Canadians first: Prioritize housing, jobs, and services for citizens. I don't care if this is labeled "racist"—the evidence is clear. Indians are not here to build Canada; many are here to overtake it. Canadians have to act before it's too late.
Identity Attack0.14661247
Insult0.047935467
Profanity0.014566627
Threat0.008634649
Severe Toxicity0.004196167
Low Tox 0.15324512 Constructive 0.674
Oct 29, 2025 IRCC Names India in Study …
Driving in Brampton reminds me of when I used to spend time in the DR 30 years ago. We slowed down & even stopped at green lights to avoid T boning our friends running reds. …
Driving in Brampton reminds me of when I used to spend time in the DR 30 years ago. We slowed down & even stopped at green lights to avoid T boning our friends running reds. Back then the police were happy to ignore you may be intoxicated for $10 US and a sip from your rum. What a world.
Identity Attack0.012441003
Insult0.06023245
Profanity0.017436003
Threat0.008272167
Severe Toxicity0.0024795532
Low Tox 0.11398677 Constructive 0.644 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
I am an Indian student who has struggled to get my papers done, and I have to say this: mass immigration needs to stop. Canada should allow only people who speak good English and who …
I am an Indian student who has struggled to get my papers done, and I have to say this: mass immigration needs to stop. Canada should allow only people who speak good English and who can truly contribute to this country. I am an IT student, and I worked hard to clear $120K in debt through Scotiabank. I could have taken a loan in my home country, but I chose to work here because Canada gave me everything my own country could not. I am deeply grateful for that. But when I see people from my own community walking around in flip-flops, unable to speak even one word of English, it breaks me inside. My city—Brampton—has been completely taken over, and it’s becoming harder to even drive there now. I believe Canada needs to come together and put an end to this. Enough is enough. Immigration should be about quality, not quantity.
Identity Attack0.08583717
Insult0.03710241
Profanity0.022013342
Threat0.008039144
Severe Toxicity0.0037002563
Low Tox 0.11305673 Constructive 0.764 Personal_Narrative
Sep 30, 2025 173 likes IRCC Names India in Study …
Spent my first 21 years in Brampton and in that time it grew in population and decayed in culture. I will likely never move back. And if you are curious about why Btowns driving is …
Spent my first 21 years in Brampton and in that time it grew in population and decayed in culture. I will likely never move back. And if you are curious about why Btowns driving is so awful, go look at the local dmv... you might find something there.
Identity Attack0.0102854045
Insult0.06267534
Profanity0.016889455
Threat0.007197669
Severe Toxicity0.0018310547
Low Tox 0.112643376 Constructive 0.674 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm from Canada I think it's so funny u found out how terrible they drive in Brampton highest insurance rates in Ontario 😂😂😂
I'm from Canada I think it's so funny u found out how terrible they drive in Brampton highest insurance rates in Ontario 😂😂😂
Identity Attack0.024801146
Insult0.045593183
Profanity0.017299367
Threat0.0064532873
Severe Toxicity0.0022125244
Low Tox 0.11181668 Constructive 0.553 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
This is what gets me, I’m an immigrant. I came from a place where we speak a broken dialect of English. As part of my processing, I had to demonstrate my ability to speak the …
This is what gets me, I’m an immigrant. I came from a place where we speak a broken dialect of English. As part of my processing, I had to demonstrate my ability to speak the queen’s english. To work, the expectation is you’re able to communicate effectively with whoever you’re interfacing. These folks come here, make zero attempt to improve or learn English or French - the national languages. They go home after the day is done, revert to their native tongue. How would you ever perfect something like a language without some degree practice and immersion? And they do this with their generations. The 1st and sometimes 2nd generation kids will speak their native tongue first, before learning English or French. It’s like the language they should speak to effectively work and live in Canada is an accessory. The govt at all levels encourage this by having driving tests and forms in other languages. And don’t get me started on the pockets - Brampton for example. The politicians kowtow to the voters and give in to them having huge temples, and nonstandard shopping complexes. It’s a running joke how many Indians will be living in the same house, renting from other Indians collecting money under the table in completely unsanctioned and illegal rental scenarios. Companies set up by Indians, to service Indians. So they don’t even care to present as Canadian business with English / French. I’m in the midst of charting my family’s exit from Canada. It’s become something entirely unrecognizable. Where those who know how to game the system get ahead, those of us who play the rules - stay behind. I’ve worked my way up to being upper middle class. I’m about done paying for Indian “students” who later claim to be refugees. Who are now claiming to be in gay relationships, to support their refugee cases. It’s all a joke.
Identity Attack0.06431354
Insult0.035443626
Profanity0.026317406
Threat0.0073789097
Severe Toxicity0.0031089783
Low Tox 0.11161 Constructive 0.681 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Brampton has been made home by many Punjabis from India, claiming suppression. In reality nobody is suppressed. In fact, the Punjab state in India is very fertile. Canada has deliberately let in these guys to …
Brampton has been made home by many Punjabis from India, claiming suppression. In reality nobody is suppressed. In fact, the Punjab state in India is very fertile. Canada has deliberately let in these guys to do truck driving. For the economic progress being made by India, it doesn't make sense to go to Canada now.
Identity Attack0.099072486
Insult0.029493837
Profanity0.01220964
Threat0.0069516995
Severe Toxicity0.002298355
Low Tox 0.10783285 Constructive 0.614 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. …
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. Many of my friends and family friends have moved to other neighborhoods POST mosques being put up near their homes. And let's not talk about employment and foreign "students". I was lucky to get a job last summer at a family owned small business Ice Cream store right after high school. We even got a review saying we weren't diverse enough despite us being a group of White, East Asian and Black employees lol. And many people say if your not Indian and your getting your drivers test, you go out of Brampton to do the test because you'll likely get discriminated by who is running the test. It's absolutely absurd. It sounds like tin foil hat sh*t, but if you live here like me everything comes full circle. But ofc there are good ones, but they are typically the westernized ones, who have assimilated, they play or watch hockey and have developed a Canadian accent. But the majority haven't assimilated, they are likely first generation, and they do things like stuff 15+ people in one suburban home. And just small things like staring at you in public (idk why their community stares you down), they spit on sidewalks, and they use some crazy a$$ spices when they cook. The smell carries over for blocks and you know your in deep Brampton territory when your driving and that smell of spicy curry hits you and you gotta roll up them windows lol. It's a nasty smell. This mass migration is a huge issue and needs awareness.
Identity Attack0.06476828
Insult0.033460364
Profanity0.03690237
Threat0.008077981
Severe Toxicity0.0038528442
Low Tox 0.10696511 Constructive 0.818 Personal_Narrative
Jan 27, 2026 8 likes Inside Canada's Indian Invasion...
India has Left-Hand traffic. They come here and drive in a Right-Hand traffic country with no license. That's why insurance in Brampton is $700/month. They also hijacked the trucking business and cause pileups on the …
India has Left-Hand traffic. They come here and drive in a Right-Hand traffic country with no license. That's why insurance in Brampton is $700/month. They also hijacked the trucking business and cause pileups on the roads almost weekly.
Identity Attack0.060220852
Insult0.028722567
Profanity0.018665737
Threat0.008712323
Severe Toxicity0.0026893616
Low Tox 0.10175867 Moderate Con 0.435 Unverified_Claim
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Tyler now that you've come to Brown Town, Bramladesh. Do some research into (Operation Big Red) notice the demography involved in the cargo theft crimes. They drive truck and steal cargo, sell cargo for 250K. …
Tyler now that you've come to Brown Town, Bramladesh. Do some research into (Operation Big Red) notice the demography involved in the cargo theft crimes. They drive truck and steal cargo, sell cargo for 250K. Buy a house with stolen money. The own and work in all convenience stores, gas stations where they also sell stolen goods. The do fraud. Operation Big Red a cargo theft ring, Brampton's Peel region is second in the world for most stolen cargo, second to LA.
Identity Attack0.006881601
Insult0.04442204
Profanity0.0113727385
Threat0.007365964
Severe Toxicity0.0017166138
Low Tox 0.09568449 Constructive 0.571 Unverified_Claim
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Tyler now that you've come to Brown Town, Bramladesh. Do some research into (Operation Big Red) notice the demography involved in the cargo theft crimes. They drive truck and steal cargo, sell cargo for 250K. …
Tyler now that you've come to Brown Town, Bramladesh. Do some research into (Operation Big Red) notice the demography involved in the cargo theft crimes. They drive truck and steal cargo, sell cargo for 250K. Buy a house with stolen money. The own and work in all convenience stores, gas stations where they also sell stolen goods. The do fraud. Operation Big Red a cargo theft ring, Brampton's Peel region is second in the world for most stolen cargo, second to LA.
Identity Attack0.006881601
Insult0.04442204
Profanity0.0113727385
Threat0.007365964
Severe Toxicity0.0017166138
Low Tox 0.09568449 Constructive 0.571 Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
All of Canada feels like Brampton now. Especially the driving.
All of Canada feels like Brampton now. Especially the driving.
Identity Attack0.034042787
Insult0.031697463
Profanity0.013610168
Threat0.007754337
Severe Toxicity0.0022602081
Low Tox 0.091913216 Moderate Con 0.326 Identity_Assertion
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Dwi got a different meaning in Brampton (driving well Indian)
Dwi got a different meaning in Brampton (driving well Indian)
Identity Attack0.028886627
Insult0.019225692
Profanity0.018255826
Threat0.0071717775
Severe Toxicity0.0018405914
Low Tox 0.049089402 Moderate Con 0.384 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I was born and raised in the downtown area of Brampton and moved out about 5 years ago. It really is not what is used to be when I was growing up, i hate having …
I was born and raised in the downtown area of Brampton and moved out about 5 years ago. It really is not what is used to be when I was growing up, i hate having to drive there for appointments or visiting family/friends.
Identity Attack0.006955597
Insult0.017936565
Profanity0.021808386
Threat0.0066798385
Severe Toxicity0.0013637543
Low Tox 0.04834723 Constructive 0.7 Personal_Narrative
Feb 26, 2026 Inside Canada's Indian Invasion...
Every time I have to drive into Brampton, for any reason, I get major anxiety..
Every time I have to drive into Brampton, for any reason, I get major anxiety..
Identity Attack0.007288578
Insult0.015416925
Profanity0.013029462
Threat0.0084793
Severe Toxicity0.0013828278
Low Tox 0.04067813 Moderate Con 0.428 Fear_Threat
Jan 27, 2026 58 likes Inside Canada's Indian Invasion...
I like that when your debating Brampton driving awareness your conducting an interview in the middle of a crosswalk blocking traffic
I like that when your debating Brampton driving awareness your conducting an interview in the middle of a crosswalk blocking traffic
Identity Attack0.0023863618
Insult0.016556932
Profanity0.011782649
Threat0.007573096
Severe Toxicity0.0011301041
Low Tox 0.03969839 Moderate Con 0.356 Meta_Commentary
Feb 20, 2026 7 likes Inside Canada's Indian Invasion...
As a Canadian, I will not drive to an event in Brampton. The risk of injury due to car crash is astronomically high. It is NOT SAFE.
As a Canadian, I will not drive to an event in Brampton. The risk of injury due to car crash is astronomically high. It is NOT SAFE.
Identity Attack0.010581387
Insult0.012262905
Profanity0.009869732
Threat0.00899713
Severe Toxicity0.0013637543
Low Tox 0.03545588 Moderate Con 0.497 Unverified_Claim
Sep 23, 2025 248 likes Inside Canada's Indian Metropolis (Brampton)
Go to the Drivetest in Brampton and see who the Driving Instructors are.
Go to the Drivetest in Brampton and see who the Driving Instructors are.
Identity Attack0.001933138
Insult0.00821588
Profanity0.009519599
Threat0.006375613
Severe Toxicity0.0005507469
Low Tox 0.010492661 Moderate Con 0.358 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Driving in downtown Toronto is 10x safer than driving in Brampton.
Driving in downtown Toronto is 10x safer than driving in Brampton.
Identity Attack0.003089321
Insult0.007341875
Profanity0.009126768
Threat0.0065180166
Severe Toxicity0.00062942505
Low Tox 0.009613037 Low Con 0.266 Comparative_Framing
Jan 29, 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.