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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 #}

Comment Explorer

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Active: "Do brampton next." 23 comments
No, bike-guy isn't "racist as the next guy," He's _way_ more racist than the rest of us goras in Brampton. That's some Archie Bunker shit.
No, bike-guy isn't "racist as the next guy," He's _way_ more racist than the rest of us goras in Brampton. That's some Archie Bunker shit.
Identity Attack0.33675182
Insult0.6099415
Profanity0.77181685
Threat0.011405042
Severe Toxicity0.16960317
Toxic 0.78207105 Moderate Con 0.371 Insult Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
I love how this channel doesn't give a fuck. Like promoting free cash scams while "covering" Brampton. Do surrey next😂
I love how this channel doesn't give a fuck. Like promoting free cash scams while "covering" Brampton. Do surrey next😂
Identity Attack0.060220852
Insult0.40243408
Profanity0.6919765
Threat0.014048163
Severe Toxicity0.16960317
Moderate 0.6989911 Low Con 0.299 Meta_Commentary
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Lived in Brampton in 91 I was 10 a lil next door neighbour girl like 5/6 waved at me her hairy eyed father ripped her in the house with a face full of anger and …
Lived in Brampton in 91 I was 10 a lil next door neighbour girl like 5/6 waved at me her hairy eyed father ripped her in the house with a face full of anger and then never saw her again fuck them they should die for touching there woman like that
Identity Attack0.28034934
Insult0.43296707
Profanity0.6001929
Threat0.5195707
Severe Toxicity0.35368225
Moderate 0.681338 Constructive 0.606 Threat Personal_Narrative
Oct 22, 2025 Inside Canada's Indian Metropolis (Brampton)
I live in suburban Toronto right next to Brampton, thanks for bringing attention to this matter. Everything you showed in this video is 100% facts. These guys have turned Toronto into a crime-ridden shithole, tons …
I live in suburban Toronto right next to Brampton, thanks for bringing attention to this matter. Everything you showed in this video is 100% facts. These guys have turned Toronto into a crime-ridden shithole, tons of home invasions, auto thefts and robberies are through the roof, taking all of the jobs and opportunities away from young Canadians, etc. Youth unemployment in Canada is 25% all because of these guys. These Indians use these shitty no-name "colleges" to sneak their way into Canada and then don't leave when their visas expire and work illegally under table, not paying taxes on their income like the rest of us do. In Brampton, you'll often find 3-4+ families living in the same house. Pretty much any restaurant or establishment you go to, there will be mostly Indians working there, barely any white people. It's a plague.
Identity Attack0.5135796
Insult0.5177041
Profanity0.50818664
Threat0.03718498
Severe Toxicity0.17926651
Moderate 0.5721988 Constructive 0.719 Identity Attack Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I can't wait to move out of this cesspool called Brampton. As a resident for 20 years, I can confirm it's the sh*t stain of Canada. Shame on the liberal government and their voters for …
I can't wait to move out of this cesspool called Brampton. As a resident for 20 years, I can confirm it's the sh*t stain of Canada. Shame on the liberal government and their voters for letting this happen. The way things are going, all of Canada will look like Brampton in the next 10 years or less.
Identity Attack0.2331515
Insult0.44464502
Profanity0.4381921
Threat0.013476364
Severe Toxicity0.023223408
Moderate 0.47323486 Moderate Con 0.44 Personal_Narrative
Jan 29, 2026 2 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...
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...
Dam i live next to Brampton
Dam i live next to Brampton
Identity Attack0.012541492
Insult0.0816321
Profanity0.4894185
Threat0.007547205
Severe Toxicity0.023076924
Moderate 0.36867723 Moderate Con 0.399 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Brampton next to airport what do you expect from these people the church people must also help there poor as well those poor white people don't look happy the churches need to he more helpful …
Brampton next to airport what do you expect from these people the church people must also help there poor as well those poor white people don't look happy the churches need to he more helpful to them so much food is wasted in big cities empty houses buildings grabbed up by real estate investors high rents blaming a town of Indian for whole Canada problems all cities in Canada have GREED PROBLEMS
Identity Attack0.3817989
Insult0.25007802
Profanity0.024267852
Threat0.008531082
Severe Toxicity0.011978149
Moderate 0.36456755 Constructive 0.568
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Tyler, I WISH you would have met up with some of us next gen. THIS CITY USED TO BE WHITE, CANADIAN - POLISH & ITALIAN immigration WHITE. you dont call me a brown polak, you …
Tyler, I WISH you would have met up with some of us next gen. THIS CITY USED TO BE WHITE, CANADIAN - POLISH & ITALIAN immigration WHITE. you dont call me a brown polak, you call me white. we assimilated generations ago, brampton was thriving during the skyscraper era ... shame....
Identity Attack0.3958119
Insult0.19967617
Profanity0.030890211
Threat0.008582866
Severe Toxicity0.014447021
Moderate 0.36095104 Constructive 0.612 Identity_Assertion
Jan 27, 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...
i live in bolton, have for 35 years .im pretty much next to brampton, which was always very indian, and that was fine. but its drastically changed in the past 10 years for the very …
i live in bolton, have for 35 years .im pretty much next to brampton, which was always very indian, and that was fine. but its drastically changed in the past 10 years for the very very worst. were still sort of ok in bolton right now but it's happening fast. edit: brampton used to be full of indians that wanted to be canadian, now its just disrespectful ones that want brampton to be india
Identity Attack0.33675182
Insult0.12521741
Profanity0.06044999
Threat0.008492245
Severe Toxicity0.008277893
Low Tox 0.2786282 Constructive 0.579
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
This guy didn't do his research, toronto/ontario has many neighbours that might look dominated by one ethnic group.. I think we have more Asian deep pockets here than just Brampton has indians. U get bad …
This guy didn't do his research, toronto/ontario has many neighbours that might look dominated by one ethnic group.. I think we have more Asian deep pockets here than just Brampton has indians. U get bad apples in every single group in all levels and stages of life. Crime is worse from the up down.. next doc should be on the government ped stuff!!
Identity Attack0.27914262
Insult0.107333586
Profanity0.023106437
Threat0.0089712385
Severe Toxicity0.0062942505
Low Tox 0.2540519 Constructive 0.663 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm also Indian and I also live in Brampton, Ontario, CA and I can agree that the Canada's Indian Invasion is WILD. Also, a location you visited is called Trinity Common Mall and I visit …
I'm also Indian and I also live in Brampton, Ontario, CA and I can agree that the Canada's Indian Invasion is WILD. Also, a location you visited is called Trinity Common Mall and I visit there almost every week, it's right next to my house haha. I have also visited some of the locations you have visited in this video. Aside from that, this video was great in explaining the invasion and I'm glad you stepped up to inform the situation. Also, that's my brother sitting on the left by himself at 9:26
Identity Attack0.27778897
Insult0.0836065
Profanity0.07805514
Threat0.012026439
Severe Toxicity0.013672344
Low Tox 0.24603334 Constructive 0.872 Personal_Narrative
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
That’s not near enough.. we need 500k for a couple years and maybe we won’t be considered Canindia, why is everyone worried about these people that should not be here, you see companies that hire …
That’s not near enough.. we need 500k for a couple years and maybe we won’t be considered Canindia, why is everyone worried about these people that should not be here, you see companies that hire only Indians from India, why is this you ask? subsidize workers? Tim Hortons, Knows. Brampton is now India. I am myself and my tradesmen and I’m disgusted with the amount of taxes that we all pay to subsidize the open border we have in this country. Why? Are we shipping in people that are just gonna get on welfare and provide nothing to this country why is our government still promoting our healthcare system and other countries in order to get people here for some reason our government is selling this country down the drain for some kind of political gain. Well, it’s all financial game but at some point it has to stop. We are the next UK.
Identity Attack0.20483385
Insult0.089778624
Profanity0.06345607
Threat0.010731863
Severe Toxicity0.008010864
Low Tox 0.23523538 Constructive 0.651 Economic_Argument
Jan 1, 2026 Deportations From Canada at Their …
It's worse than this video shows. I don't live in Brampton and my town is entirely * after 10 years. Everywhere I go is * people. It doesn't matter what store or business or service …
It's worse than this video shows. I don't live in Brampton and my town is entirely * after 10 years. Everywhere I go is * people. It doesn't matter what store or business or service I contact it's just * people now. When I went to college everyone was from there. This was a regular local college that Canadian kids aspire to go to. They made up 90% of the classmates, they never showed up to class, they refused to participate in team projects, nobody failed. They did so poorly but the school charges 3x. My final year they cancelled final exams because they decided too many international students would fail. They are from the same country but they have different religions and from different cities that hate each other so they would refuse to communicate with each other. Imagine you meet someone from another province and you hate them and aren't afraid to crashout in public over it. My next door neighbors there is so many people living in the house that they live there on a schedule one group in and one group out. You would think they would be going to work NO they literally hang out all day long like a bad 90s comedy movie. In the last 10 years all of the house in my town skyrocketed in price. The people around me all bought around 2010 - 2015 for $150k - $260k and sold for around $1m 2023 - 2026. Average house price in my town has stayed at 3x what it was 10 - 15 years ago. They don't rake their leaves, they don't clean up their trash, they don't clear their snow from their driveways. Both my parents are immigrants, they came here poor had to work, had to respect the country and its laws and culture because that's what allowed Canada to be successful so they could come here. All I hear about or see now is immigrants from the one country? When I was a kid I grew up with every nationality where did everybody go?
Identity Attack0.036105253
Insult0.089778624
Profanity0.094542764
Threat0.008505191
Severe Toxicity0.00831604
Low Tox 0.23415339 Constructive 0.684 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I am an Indian immigrant living on GTA. If I was forced to live in Brampton, I would rather go back to India than live in Brampton. The problem with Brampton is a subset of …
I am an Indian immigrant living on GTA. If I was forced to live in Brampton, I would rather go back to India than live in Brampton. The problem with Brampton is a subset of Indians that are easily recognizable and do not assimilate. Most of these specific subset come here as students and through family sponsorship ( not regular immigration stream). The students get false documents for their language and educational credentials. The politicians are also to blame for pondering for their votes. If there is one ethnic group that has the capacity to destroy Canada further in the future to a point of no return, it is this subset. Unfortunately most Canadians do not know this, and Indians as a general group are seen as the problem. Next time just ask them where in India these people are from, and soon you will know for yourself.
Identity Attack0.2308735
Insult0.071433455
Profanity0.02795705
Threat0.00948907
Severe Toxicity0.0062179565
Low Tox 0.20009702 Constructive 0.695 Personal_Narrative
Oct 26, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
So I’m assuming that now you covered Brampton for its Indian population, you are going to do Vaughan for Italians next, or Chinese for Markham & Richmond, BC or Pakistani for Milton or Tamil’s for …
So I’m assuming that now you covered Brampton for its Indian population, you are going to do Vaughan for Italians next, or Chinese for Markham & Richmond, BC or Pakistani for Milton or Tamil’s for Scarborough or Jewish in Thornhill, etc..looking forward for series on ethnic enclaves all around the country.
Identity Attack0.17769934
Insult0.034672357
Profanity0.025770858
Threat0.013321015
Severe Toxicity0.006866455
Low Tox 0.17285149 Moderate Con 0.466
Sep 19, 2025 22 likes Inside Canada's Indian Metropolis (Brampton)
Ok I live right next to Brampton and I would just like to clarify that it does have a big Indian population but honestly anywhere else Ive been to in Ontario it’s not the same …
Ok I live right next to Brampton and I would just like to clarify that it does have a big Indian population but honestly anywhere else Ive been to in Ontario it’s not the same many live in Brampton because it’s next to Toronto where everyone goes to work and it’s honestly not a big deal think of it as Chinatown in New York.
Identity Attack0.07177465
Insult0.022061773
Profanity0.016957775
Threat0.006647474
Severe Toxicity0.0022792816
Low Tox 0.083999306 Constructive 0.631 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
I grew up in meadow vale which is next town over from Brampton the whole GTA is invaded, trying to rent a 2 bedroom apt near square one there was a family of 6. It’s …
I grew up in meadow vale which is next town over from Brampton the whole GTA is invaded, trying to rent a 2 bedroom apt near square one there was a family of 6. It’s messed up.
Identity Attack0.006289636
Insult0.024897853
Profanity0.0137468055
Threat0.006874025
Severe Toxicity0.0012874603
Low Tox 0.05255287 Constructive 0.616 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I never thought I’d see the day that Brampton is being featured as an epidemic 😭 as someone who grew up in the city next to brampton…this is a problem.
I never thought I’d see the day that Brampton is being featured as an epidemic 😭 as someone who grew up in the city next to brampton…this is a problem.
Identity Attack0.008361516
Insult0.020450363
Profanity0.011697251
Threat0.007301235
Severe Toxicity0.001335144
Low Tox 0.04686289 Constructive 0.534 Personal_Narrative
Feb 10, 2026 Inside Canada's Indian Invasion...
Do brampton next.
Do brampton next.
Identity Attack0.0045692353
Insult0.013630914
Profanity0.014805742
Threat0.010032792
Severe Toxicity0.0017356873
Low Tox 0.034748793 Moderate Con 0.351 Call_To_Action
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Next come to the West Coast Brampton AKA Surrey, BC.
Next come to the West Coast Brampton AKA Surrey, BC.
Identity Attack0.0039957687
Insult0.008044879
Profanity0.01127026
Threat0.007197669
Severe Toxicity0.001115799
Low Tox 0.013445686 Low Con 0.279 Comparative_Framing
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.