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Canadian Immigration Dashboard [ CID ]
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, it’s …" 1,012 comments · Page 15 of 41
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...
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city …
As an indian living in canada im going to say this punjabis are not living in brampton because it feels like home most of them come to canada to flex and probably because the city is swamped with their people so they don’t have to communicate in english, i cant even count the number of times these people have talked to me punjabi while i tell them i don’t speak punjabi and they start getting offended ask me why i dont , like bro I’m from a different part of india , why don’t you speak my mother tongue or english to begin with , also the flexing culture they have is crazy , all i want to say is if you don’t know how to communicate in a language and still move to that country and complain you don’t have enough opportunities in your country you might be at fault not your country nor the new one that you moved into,most of them don’t even have papers , want a separate country for themselves, lack the skills and yet they are living like this, blame the government who let this happen not the rest of us.
Identity Attack0.30256465
Insult0.17486192
Profanity0.12286829
Threat0.016120117
Severe Toxicity0.01935331
Moderate 0.3048984 Constructive 0.585 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Brampton is always getting shot up fr
Brampton is always getting shot up fr
Identity Attack0.028418748
Insult0.04852104
Profanity0.10178173
Threat0.42133212
Severe Toxicity0.01735206
Moderate 0.3047732 Low Con 0.296 Fear_Threat
Jan 27, 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...
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...
Brampton Ontario is the epicenter of Fraud in Canada 🇨🇦 just like in the United States 🇺🇲 with Minneapolis Minnesota.
Brampton Ontario is the epicenter of Fraud in Canada 🇨🇦 just like in the United States 🇺🇲 with Minneapolis Minnesota.
Identity Attack0.22063516
Insult0.25007802
Profanity0.01982715
Threat0.007521313
Severe Toxicity0.008277893
Moderate 0.30464804 Low Con 0.292
Jan 27, 2026 Inside Canada's Indian Invasion...
Brampton is the one city in Ontario that needs to be deported!
Brampton is the one city in Ontario that needs to be deported!
Identity Attack0.22935481
Insult0.0838533
Profanity0.024814399
Threat0.13279422
Severe Toxicity0.011444092
Moderate 0.30452284 Low Con 0.229 Humor_Satire
Oct 28, 2025 Inside Canada's Indian Metropolis (Brampton)
What invasion? We all came here legally with passports and valid visas. WE work jobs, help our community, isnt that canadian enough? The temples and gurudwaras of Brapmton literally offer free food and drinks to …
What invasion? We all came here legally with passports and valid visas. WE work jobs, help our community, isnt that canadian enough? The temples and gurudwaras of Brapmton literally offer free food and drinks to anyone and everyone, regardless of their race, sexuality, gender. We're not like the mexicans of the usa where we come here illegally.WE COME HERELEGALLY, do legal jobs, and live peacefully. Do we have our fair share of problems? Yeah, sure. But that really doesnt overcome all the good that we do not only brampton but canada as a whole. If you wanna blame anyone, blame your government for letting in so many people, not us, we are simply ppl who are seeking a better life. Im a 18 year indian canadian teenager and im sorrounded by other indian canadian teenagers as well and we're all here to do good to the country and city, we're planning on becoming lawyers engineers, doctors, etc, yet yall think that we're here to destroy the country that we ourselves keep close to our heart. this video is racist, and nothing else.
Identity Attack0.36598656
Insult0.1640896
Profanity0.04065997
Threat0.00814271
Severe Toxicity0.012833111
Moderate 0.30452284 Constructive 0.791 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I live an hour from Brampton, all of the bs from Brampton spills over into other cities and creates problems across the province. We need to lock brampton in a giant dome
I live an hour from Brampton, all of the bs from Brampton spills over into other cities and creates problems across the province. We need to lock brampton in a giant dome
Identity Attack0.089145996
Insult0.16861114
Profanity0.18049006
Threat0.17648515
Severe Toxicity0.015479924
Moderate 0.30452284 Constructive 0.558
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)
Go to Surrey bro...it's even much worse than brampton. Surrey and Brampton belong to Punjab.
Go to Surrey bro...it's even much worse than brampton. Surrey and Brampton belong to Punjab.
Identity Attack0.26325142
Insult0.22770336
Profanity0.06946823
Threat0.013165667
Severe Toxicity0.010757446
Moderate 0.30452284 Moderate Con 0.46 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Mississauga is majority muslim and its way better here than brampton so idk what hes blabing about lol and most are assimilated. Some bad but those aint real muslism
Mississauga is majority muslim and its way better here than brampton so idk what hes blabing about lol and most are assimilated. Some bad but those aint real muslism
Identity Attack0.37152436
Insult0.12159709
Profanity0.10116278
Threat0.008815889
Severe Toxicity0.013155893
Moderate 0.30439767 Constructive 0.532 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
WELCOME TO BRAMPTON DARK SIDE OF PEEL WHERE ANYTHING AND EVERYTHING CAN HAPPEN LMAAOOOO
WELCOME TO BRAMPTON DARK SIDE OF PEEL WHERE ANYTHING AND EVERYTHING CAN HAPPEN LMAAOOOO
Identity Attack0.04512853
Insult0.06459839
Profanity0.18049006
Threat0.045572113
Severe Toxicity0.023076924
Moderate 0.30427247 Low Con 0.213
Jan 27, 2026 Inside Canada's Indian Invasion...
Lol Brampton come over a bit to Belleville! There 4 to 1 here the town's locals are pushed out of work there homes its wacked. The town over the bay Picton has a Tim Hortons …
Lol Brampton come over a bit to Belleville! There 4 to 1 here the town's locals are pushed out of work there homes its wacked. The town over the bay Picton has a Tim Hortons under investigation for firing locals and only hiring east Indians. Hey I'm down for helping people in need like refugees but wene the government is putting everything and everyone before Canadians there a big F-ing problem
Identity Attack0.17925262
Insult0.17734702
Profanity0.25824076
Threat0.01052473
Severe Toxicity0.013736901
Moderate 0.30319387 Constructive 0.691 Fear_Threat
Mar 1, 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...
When I was growing up in Brampton during the late 70's and 80's it was very multicultural.. now my beautiful Brampton is a mess.
When I was growing up in Brampton during the late 70's and 80's it was very multicultural.. now my beautiful Brampton is a mess.
Identity Attack0.2854555
Insult0.16883044
Profanity0.082581155
Threat0.007819066
Severe Toxicity0.010910034
Moderate 0.30136615 Constructive 0.608
Nov 25, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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...
Look, nobody said that Chinatown, SF was supposed to be European or that Manilatown, Vancouver to be white. Brampton is a Little India, and you can complain all you want... once you show the proof …
Look, nobody said that Chinatown, SF was supposed to be European or that Manilatown, Vancouver to be white. Brampton is a Little India, and you can complain all you want... once you show the proof that you entered with your Inuit Visa, oh wait they were killed by you and yet you complain when legal immigrants come. They contribute to the culture of Vancouver, Toronto but you just love to point out Brampton when 0.01% have even seen the place, let alone lived there.
Identity Attack0.33352965
Insult0.11978693
Profanity0.026454043
Threat0.054947287
Severe Toxicity0.012435913
Moderate 0.30136615 Constructive 0.631 Moral_Argument
Feb 17, 2026 Inside Canada's Indian Metropolis (Brampton)
The thing that never seems to be brought up is East Indians 80% own houses. They come here and they own houses and have businesses that they ONLY hire East Indians, have East Indian clientele …
The thing that never seems to be brought up is East Indians 80% own houses. They come here and they own houses and have businesses that they ONLY hire East Indians, have East Indian clientele ONLY because they all pay cash so they can circumvent the taxes. They all make babies like mice so give it 40 years and Canada will not be recognizable. And it’s the governments fault because they’re so greedy for tax money that they let the here by the boat load because they don’t wanna wait for the rest of us to make Canada larger population wise because it will take way too long. That and their tuition money for colleges, the list goes on in this non talked about bullshit that the liberals have done. They seriously do all this scheming and raising taxes just to give our tax money away to everyone but the people who pay the taxes. We could have put a huge dent in the national debt by now, but liberals just can’t conserve money hence their name. If it doesn’t stop soon, we are doomed. Surrey BC where I lived for 14 years, is just as bad as Brampton. They all own 1.6-2 million dollar houses in the suburbs of the city, all own businesses and all do the same shit as Brampton, circumvent the taxes. That’s the thanks we get for letting them here is to scam us so they can get rich quick while we all suffer and will never own a house by the looks of it. In Victoria BC where I live now, it’s gotten so bad that I can’t move out of my house I’ve been in for 4 years cuz I can’t find anything cheaper and this place is a 400sq ft 1 bedroom for $1850 a month. Can’t afford to do anything but survive while the immigrants all live like kings. There’s gotta be a line to not cross and that has been the case for too long where it’s been crossed for a long time and no one says or does anything about it out of fear of being called a racist. Call me one. Idgaf anymore. I ain’t racist. I’m just sick of the rules being severely crossed for money. Money makes everyone that has a lot of it GREEDY sons of bitches and it’s gotta stop.
Identity Attack0.2854555
Insult0.22770336
Profanity0.047173142
Threat0.008893564
Severe Toxicity0.012435913
Low Tox 0.29953843 Constructive 0.588 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Ethnicity - Brampton: South Asian 52%, European 19%, Black 13%, Latin 2%, South East and East Asian 6%, West Asian and Middle East 2%, Indigenous 1% and others European : Others ≈ 1 : 4 …
Ethnicity - Brampton: South Asian 52%, European 19%, Black 13%, Latin 2%, South East and East Asian 6%, West Asian and Middle East 2%, Indigenous 1% and others European : Others ≈ 1 : 4 so approximately one fifth of the Brampton populations are whites. European : SA ≈ 2 : 5 so approximately for every 5 South Asian/Indian there are 2 whites. Brampton you have been successfully invaded by the true East Indian Company @ The Great India 🤣🤣🤣
Identity Attack0.36702603
Insult0.07396803
Profanity0.059948977
Threat0.013269233
Severe Toxicity0.014317908
Low Tox 0.29953843 Moderate Con 0.405
Sep 19, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
Let me tell you this as a legal Indian immigrant that came here 13 years ago with my whole family. There was a balance of immigration coming in from every country which was amazing until …
Let me tell you this as a legal Indian immigrant that came here 13 years ago with my whole family. There was a balance of immigration coming in from every country which was amazing until they opened the gates to India like it’s another bus stop away from India. Since then there have been so many illiterate people that fraudulently came here and keep trying to make Canada like back home which needs to stop. The reputation of Indian people which used to be hard working and family people is getting ruined by people that come here to give back nothing to Canadian economy. People that used to come into Canada came in with a dream but now it feels like just visiting another Indian state especially Brampton……… hopefully this stops but with the monkeys that have currently taken over Canadian parliament i hardly see an end to this.
Identity Attack0.2808415
Insult0.24928534
Profanity0.036401358
Threat0.008194493
Severe Toxicity0.00831604
Low Tox 0.29771072 Constructive 0.607 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
White-societies have a tendency to externalize blame for their decline onto others immigrants/racial minorities etc, without looking into their own systems. The collapse of family farming in Brampton or other part of Canada for instance, …
White-societies have a tendency to externalize blame for their decline onto others immigrants/racial minorities etc, without looking into their own systems. The collapse of family farming in Brampton or other part of Canada for instance, was not caused by immigrants but by corporate consolidation.....which since its being made into a race argument ...is driven largely by white elites. Declining white fertility is likewise a cultural product of hyper-individualism, consumerism, and high divorce rates, lack of kinship-based safety nets, where individual entitlement takes precedence over collective responsibility....and not simply demographic replacement by the brown immigrants. White societies have historically exported systems of domination and resource extraction, destabilizing the very regions whose immigrants they look down upon. What you are witnessing is not the result of immigration, but the unraveling of a culture built on exploitation, entitlement, and disposability.....one that is now collapsing under its own design. None of us are perfect, but folks keep framing this economic crisis in terms of immigration problem, rather than wealthy elite minority vs dispossessed majority, you are never getting this fixed.
Identity Attack0.37507164
Insult0.09563028
Profanity0.045670103
Threat0.010369381
Severe Toxicity0.010375977
Low Tox 0.29771072 Constructive 0.673
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I will not go to Brampton and I live an hr away. Worst place in Ontario maybe even Canada
I will not go to Brampton and I live an hr away. Worst place in Ontario maybe even Canada
Identity Attack0.25817248
Insult0.16817254
Profanity0.034146797
Threat0.00967031
Severe Toxicity0.008049011
Low Tox 0.295883 Moderate Con 0.42 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Brampton... aka brown 💩 area.... smh
Brampton... aka brown 💩 area.... smh
Identity Attack0.084182754
Insult0.21836096
Profanity0.28593817
Threat0.008155655
Severe Toxicity0.023076924
Low Tox 0.295883 Low Con 0.208 Identity_Assertion
Feb 20, 2026 2 likes Inside Canada's Indian Invasion...
A group of Indian young men from Brampton robbed a number of LCBO stores, got caught on camera, threatening with a dog spray, lcbo employees were complicit with it. Police say they caught them, but …
A group of Indian young men from Brampton robbed a number of LCBO stores, got caught on camera, threatening with a dog spray, lcbo employees were complicit with it. Police say they caught them, but they were freed on bail and back doing similar crime.. India is also full of advertising how to get a Canadian PR..
Identity Attack0.36702603
Insult0.13245803
Profanity0.024609445
Threat0.03649433
Severe Toxicity0.01121521
Low Tox 0.295883 Constructive 0.537 Unverified_Claim
Oct 4, 2025 IRCC Names India in Study …

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.