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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: "Brampton needs to have a …" 66 comments · Page 1 of 3
I live in fucking Brampton these people are animals, dirty stinky and rude. We don’t need these people
I live in fucking Brampton these people are animals, dirty stinky and rude. We don’t need these people
Identity Attack0.5135796
Insult0.72756535
Profanity0.7888968
Threat0.07399795
Severe Toxicity0.48355904
Toxic 0.9209984 Moderate Con 0.401 Identity Attack Insult Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
So the worst thing Indians did was come to Brampton and drive bad? 😂 Poor white trash dude needs a cultural education about people from other county. Doesn't know shit about Indians or Africans. Does …
So the worst thing Indians did was come to Brampton and drive bad? 😂 Poor white trash dude needs a cultural education about people from other county. Doesn't know shit about Indians or Africans. Does he not know that people can be Indian and Muslim as well?
Identity Attack0.6853638
Insult0.6308392
Profanity0.59166485
Threat0.05688698
Severe Toxicity0.35368225
Toxic 0.7570315 Moderate Con 0.393 Identity Attack Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
They need to send the send the military and bomb the shit out of Brampton,Surrey and Will woods Edmonton and NE (Calgary).
They need to send the send the military and bomb the shit out of Brampton,Surrey and Will woods Edmonton and NE (Calgary).
Identity Attack0.22458547
Insult0.46625584
Profanity0.55356324
Threat0.5382386
Severe Toxicity0.22207877
Moderate 0.6544696 Low Con 0.248 Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
This is why we got out Bramladesh. Thanks to the government they have allowed this to happen. Government needs to shut the doors on immigration. Brampton used to be called Flower Town, now it's a …
This is why we got out Bramladesh. Thanks to the government they have allowed this to happen. Government needs to shut the doors on immigration. Brampton used to be called Flower Town, now it's a shite hole
Identity Attack0.43896464
Insult0.5130944
Profanity0.541926
Threat0.015947454
Severe Toxicity0.14916596
Moderate 0.6308517 Moderate Con 0.437 Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
We need to clean Brampton from these parasites!!! Bring on the eradicators!
We need to clean Brampton from these parasites!!! Bring on the eradicators!
Identity Attack0.10221587
Insult0.6308392
Profanity0.24631839
Threat0.44942492
Severe Toxicity0.049354076
Moderate 0.6289369 Moderate Con 0.307 Insult Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
We need to nuke Brampton
We need to nuke Brampton
Identity Attack0.32476485
Insult0.16795322
Profanity0.23083201
Threat0.54744303
Severe Toxicity0.16960317
Moderate 0.4838166 Low Con 0.251 Threat Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
There’s definitely an influx of Indians in Brampton that make a mess which needs to change lol but with all that talk about being dirty and living together.. how often have you ever come across …
There’s definitely an influx of Indians in Brampton that make a mess which needs to change lol but with all that talk about being dirty and living together.. how often have you ever come across a homeless Indian? Do we need less of them? Yes, but do a lot of them also grind their asses off to make it work? Yes. They only get berated because there’s a surge of them, and this would’ve been just as bad for Africans, Latinos and East asians if roles were reversed. “They stay to themselves” yeah it’s called a community and white people have always excluded minorities lmao so suck it up. We do need to deport a lot of these students who make a mess but lets not act like these Indians aren’t hustlers who do what it takes to make it work.
Identity Attack0.49584505
Insult0.46625584
Profanity0.41503602
Threat0.07323132
Severe Toxicity0.16233426
Moderate 0.4826145 Constructive 0.63
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
it’s funny how the un is doing jack shit nothing about canada and there crimes against humanity in regards to the un saying our immigrating and forfeit worker problems are modern day slavery and human …
it’s funny how the un is doing jack shit nothing about canada and there crimes against humanity in regards to the un saying our immigrating and forfeit worker problems are modern day slavery and human trafficking ….. not to mention there behaviour is mostly appalling and third world behaviour and there bringing it to a first world country acting like annimals … and they wonder why no one likes them or there behaviour …. not to mention all so there lack of hygiene is appalling ( would it kill them to wash properly and use a stick of deodorant becausebo and curry is the worse most disgusting thing u can smell like yuck ) as well like there’s so many issues india and the middle eastern need to adress before migrating its awful … i won’t go near brampton or the gta because of it thoughs city’s went to hell… all so some of these groups of o got banned from there own countries what does that tell you about them as well
Identity Attack0.28034934
Insult0.47357693
Profanity0.41436642
Threat0.016120117
Severe Toxicity0.024772761
Moderate 0.48021027 Constructive 0.522
Aug 27, 2025 Why Canadians Are Turning Against …
Whole brampton needs to be deported to india or pakistan
Whole brampton needs to be deported to india or pakistan
Identity Attack0.5485698
Insult0.40243408
Profanity0.22673377
Threat0.34804323
Severe Toxicity0.18232453
Moderate 0.47473195 Low Con 0.145 Identity Attack
Dec 23, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
😂😂😂 Brampton needs Tampons 😂😂😂 It’s bleeding 😂😂😂 Indianvasion 😂😂😂 Welkum to clownada 😂
😂😂😂 Brampton needs Tampons 😂😂😂 It’s bleeding 😂😂😂 Indianvasion 😂😂😂 Welkum to clownada 😂
Identity Attack0.44690517
Insult0.39743927
Profanity0.26586622
Threat0.10542984
Severe Toxicity0.16960317
Moderate 0.47473195 Low Con 0.149
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh …
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh no no Indians can't be in the government even though they have been living in the Brampton and GTA area for generations they are overlooked as real citizens but now that things have changed social media pages and channels like this have been for the past 3-4 years spreading propaganda about Indians ruining Canada or some stupid shit like that. This video is just highlighting how easy it is to make this divisive content. This is in similar lines to those Instagram reel pages that post every little mistake Indian people do and get recorded and shamed for it online. Other races do the same shit but those pages only post about Indians. Target a specific group, even though all races have people like that. Racism needs a target race, it's like a hate group that's now festering online. I don't see these racists outside, but I know they are there silently judging me sitting in a public place. As for the amount of Immigrants, complain to your government. Actually try to make a change instead of being racist and divisive. This is not a solution, in fact it's the opposite of an actual solution that would work. All I see is Indian people especially in Brampton are hard workers that work 10+ hour shifts for minimum pay living paycheck to paycheck, and they are getting exploited by the companies that are Canadian but no one wants to talk about that, let's just complain about an ethnic group instead. Damn schizos.
Identity Attack0.48915586
Insult0.47787863
Profanity0.4001375
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.47173777 Constructive 0.706
Oct 4, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
the hindus don't denigrate anybody. ...except those untouchables over there. they're subhuman filth. i think most canadians aren't pissed off about the immigration, exactly, and are more annoyed by the shift in resources. it's a …
the hindus don't denigrate anybody. ...except those untouchables over there. they're subhuman filth. i think most canadians aren't pissed off about the immigration, exactly, and are more annoyed by the shift in resources. it's a pretty big country with a lot of empty space. they set up in a small town and didn't bother anyone. that's roughly in line with canadian values. however, during that time, we've seen a lot of cuts to systems that were intended to help people born in canada and a shift in resources to help people born elsewhere coming into the country. white canadians are correct in noticing that the government has picked a side, and is shifting it's resources to helping this one group at the expense of the other, and it's had visible results that you're helpfully documenting. it's relatively clear that, whatever the merit of that initial shift in resources, it's had some unexpected effects, and that policy needs to be reevaluated. it's relatively clear who needs government resources in brampton in 2025, and the answer is not the same as it was in 1995.
Identity Attack0.41222036
Insult0.5130944
Profanity0.2847897
Threat0.011974656
Severe Toxicity0.02444411
Moderate 0.47119883 Constructive 0.647 Insult Policy_Critique
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Damn bro I worked there for some time in a warehouse that needed my help. I actually wanted to transfer to Canada after that experience it wasn’t anything like this lol. Brampton wasn’t always the …
Damn bro I worked there for some time in a warehouse that needed my help. I actually wanted to transfer to Canada after that experience it wasn’t anything like this lol. Brampton wasn’t always the best area I guess by Canadian standards but it wasn’t closely the same as this 12 years ago.
Identity Attack0.043581683
Insult0.24424846
Profanity0.5013569
Threat0.008634649
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.667
Jan 27, 2026 Inside Canada's Indian Invasion...
So your saying we need to mass bomb Brampton? Roger that!
So your saying we need to mass bomb Brampton? Roger that!
Identity Attack0.06158508
Insult0.060927123
Profanity0.06195303
Threat0.52360797
Severe Toxicity0.023076924
Moderate 0.39441586 Low Con 0.263 Threat Humor_Satire
Feb 10, 2026 Inside Canada's Indian Invasion...
Not enough. There needs to be a grass roots movement on the streets and in the neighborhoods. Set up a hotline heck even offer a little incentive to report these folks in Brampton that have …
Not enough. There needs to be a grass roots movement on the streets and in the neighborhoods. Set up a hotline heck even offer a little incentive to report these folks in Brampton that have overstayed. And btw I just farted
Identity Attack0.024600167
Insult0.24903896
Profanity0.38413823
Threat0.025616571
Severe Toxicity0.021806452
Moderate 0.37751234 Constructive 0.65 Call_To_Action
Jan 22, 2026 2.9 million Canadian temporary visas …
Honestly as a Pakistani I had to leave Brampton there were just so many Indians which don't respect the culture one bit. We need o do something before they destroy this country.
Honestly as a Pakistani I had to leave Brampton there were just so many Indians which don't respect the culture one bit. We need o do something before they destroy this country.
Identity Attack0.44690517
Insult0.24287975
Profanity0.11354194
Threat0.13566011
Severe Toxicity0.022839356
Moderate 0.37751234 Constructive 0.597 Identity_Assertion
Oct 24, 2025 Inside Canada's Indian Metropolis (Brampton)
11:00 what did sikh man say that they can't speak freely in india?😂 What a joke? People literally abuse every govt on India online offline doesn't matter it's left or right..indian doesn't have civic sense …
11:00 what did sikh man say that they can't speak freely in india?😂 What a joke? People literally abuse every govt on India online offline doesn't matter it's left or right..indian doesn't have civic sense doesn't follow rule especially those traffic rules in Brampton and in india bcoz in india they got too much freedom in the name of so fundamental rights,free speech..... These people go in foreign countries and say they got tortured by indian govt they don't have freedom like seriously? This is literally hilarious things....99% Sikh driving truck in foreign countries and talking about freedom... Educated, middle class sikh working in India , have sikh military regiment, and punjab state have Sikh govt and they aren't able to speak right? Govt need to indentify such traitors.....and cancel their Visa and sieze Thier property in India......
Identity Attack0.38445538
Insult0.27763805
Profanity0.19524631
Threat0.13211988
Severe Toxicity0.02383376
Moderate 0.37751234 Constructive 0.522 Identity_Assertion
Feb 4, 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...
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)
brampton needs a nuke to clean it up.
brampton needs a nuke to clean it up.
Identity Attack0.052490227
Insult0.07460167
Profanity0.09583591
Threat0.4738685
Severe Toxicity0.023076924
Moderate 0.3625127 Low Con 0.163
Nov 23, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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...
You are giving Canada to Indians, Sikhs need a country so their making there way to brampton.
You are giving Canada to Indians, Sikhs need a country so their making there way to brampton.
Identity Attack0.38176915
Insult0.1342682
Profanity0.038655918
Threat0.009722093
Severe Toxicity0.012207031
Moderate 0.30514878 Low Con 0.264 Fear_Threat
Feb 23, 2026 1 likes 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)
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...
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...

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.