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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 22 of 41
As a Brampton raised kid, I lived there from 97' till about 2023, I'm caribbean and we have a large indian/muslim/hindu population too on our island. (Trinidad) and the issue with Brampton is: Indian people …
As a Brampton raised kid, I lived there from 97' till about 2023, I'm caribbean and we have a large indian/muslim/hindu population too on our island. (Trinidad) and the issue with Brampton is: Indian people will gladly intergrade, but Canadian borns won't welcome it. Walk with me- I'll use food for an example. Every other grocery store is middle eastern/asian/african in Brampton and its becomes harder finding more western style food. I love international food, I cook it often but if you're used to burgers and pizza and only know how to make spaghetti it feels like a 'take over' These people want what they want and even though all these places are free for you to also enjoy they don't like it cause it's too 'foreign' to them. It doesn't mean there isnt still a No Frills or a Walmart or Metro, but because the african and halal store are closer and more frequent it seems like more of a convenience to others and not to you. When people say we're multi-cultural, they mean 'yeah he's brown or black but he keeps it to himself' They aren't going to go to that Sikh temple giving free food, and only go to the church at the beginning even though they're welcome to both. It's the same for Diwali and other things, white people dont care to be interested in those things, and just wonder why they get to have it at all. I do agree with that indian lady at the beginning though, with lax immigration you come in feeling like you don't need to do anything to assimilate. They're doing themselves a disservice by only helping themselves. I hate stereotypes being perpetuated onto people but like that Pakistani guy said too, you live in a bubble and you don't pay attention to that. You can go days without speaking english to someone. You can't immigrate somewhere and shut out everyone already there. I get you may not feel welcome by the white people like the ones in the beginning and so you dont mess with them, and its easy not to. But there needs to be openness with helping everyone benefit from multi-culturalism and not just some of us. There are issues with immigrants not wanting to go outside their bubble and for canadians not to want to either, It'll be hard to (with the current issues we're facing as a country) to actually blend together more.
Identity Attack0.25140062
Insult0.061101943
Profanity0.02392626
Threat0.008181547
Severe Toxicity0.0060272217
Low Tox 0.1883923 Constructive 0.849
Oct 4, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
Similar situation in the UK. Southall is basically British Brampton, a London suburb where even many British Indians who have been living in the UK for decades are repulsed by.
Similar situation in the UK. Southall is basically British Brampton, a London suburb where even many British Indians who have been living in the UK for decades are repulsed by.
Identity Attack0.17925262
Insult0.06774519
Profanity0.038154904
Threat0.008026198
Severe Toxicity0.003929138
Low Tox 0.18744208 Constructive 0.588
Oct 19, 2025 10 likes Inside Canada's Indian Metropolis (Brampton)
Just dont ship then to Saskatchewan keep them in Brampton or India 😂😂😂
Just dont ship then to Saskatchewan keep them in Brampton or India 😂😂😂
Identity Attack0.13805299
Insult0.053205602
Profanity0.021808386
Threat0.011146127
Severe Toxicity0.00541687
Low Tox 0.18744208 Low Con 0.164 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Brampton. Full of saharas ❤❤❤
Brampton. Full of saharas ❤❤❤
Identity Attack0.13591312
Insult0.061976057
Profanity0.06596114
Threat0.011172019
Severe Toxicity0.012703998
Low Tox 0.18649188 Moderate Con 0.425
Jan 27, 2026 Inside Canada's Indian Invasion...
Growing up in Burlington as a kid in the 80s brampton was already considered a s hole back then. I can only imagine what its like now, id never go there.
Growing up in Burlington as a kid in the 80s brampton was already considered a s hole back then. I can only imagine what its like now, id never go there.
Identity Attack0.042292643
Insult0.0818789
Profanity0.0816113
Threat0.008285114
Severe Toxicity0.0051498413
Low Tox 0.18364124 Constructive 0.558 Personal_Narrative
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I moved to Brampton got married w White lady got citizenship & collected Govt money all along 😅 & Govt appointed free Lawyer for my immigration case; now im divorced & am sponsoring my whole …
I moved to Brampton got married w White lady got citizenship & collected Govt money all along 😅 & Govt appointed free Lawyer for my immigration case; now im divorced & am sponsoring my whole family & past wife from Punjab..all is well 😊
Identity Attack0.17070955
Insult0.035553806
Profanity0.023584666
Threat0.008764107
Severe Toxicity0.005722046
Low Tox 0.18174082 Constructive 0.701 Personal_Narrative
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
It's coming to a small town near you.. I'm just glad they decided to fill up brampton before they fill up surrey (which they surely will very soon) When i was a kid, i was …
It's coming to a small town near you.. I'm just glad they decided to fill up brampton before they fill up surrey (which they surely will very soon) When i was a kid, i was annoyed that there were so many chinese where i lived (Richmond, iykyk) but they never really did anything to wrong me. As i grew up i realized they just mind their own business and stay out the way, and generally let their children be pretty liberal (other than the studying). Now, I absolutely LOVE the chinese compared to all the damn indians. There isn't a trend of chinese buying business' then only hiring other chinese. (idk how indians get away with only hiring indians). The indian kids are rude AF usually, tons of wannabe gangsters, TONS of indian gang crime. . And the worst? the ones that live in brampton and surrey treat it like india. THEY treat YOU like a foreigner. I hate em. I just dont understand why immigrants cant just atleast learn the language and customs
Identity Attack0.17925262
Insult0.06634661
Profanity0.08775374
Threat0.0091524795
Severe Toxicity0.0077438354
Low Tox 0.17891699 Constructive 0.676 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
My parents lived in Brampton in the 80s. I was born in the 90s and I remember having to hush hush about how Brampton was changing. It was “wrong” to talk about it. Now it’s …
My parents lived in Brampton in the 80s. I was born in the 90s and I remember having to hush hush about how Brampton was changing. It was “wrong” to talk about it. Now it’s in our face. White towns shrink and suffer while this Brampton economy explodes, and it’s not helping canada.
Identity Attack0.17226285
Insult0.05262003
Profanity0.017162729
Threat0.007974415
Severe Toxicity0.0041770935
Low Tox 0.17891699 Constructive 0.567
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton is a prime example of a failed immigration policy, no integration, complete enclave mentality. They are doing it all across Canada - my family is from Caledon just outside of Brampton and it has …
Brampton is a prime example of a failed immigration policy, no integration, complete enclave mentality. They are doing it all across Canada - my family is from Caledon just outside of Brampton and it has been incredibly sad to see how it has changed negatively over the years.
Identity Attack0.099899694
Insult0.0836065
Profanity0.011936366
Threat0.0062137907
Severe Toxicity0.0031661987
Low Tox 0.17891699 Constructive 0.68 Policy_Critique
Oct 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Brampton needs to have a deportation center.
Brampton needs to have a deportation center.
Identity Attack0.07673789
Insult0.032799274
Profanity0.017299367
Threat0.028897164
Severe Toxicity0.004558563
Low Tox 0.17718399 Low Con 0.252 Call_To_Action
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
They should isolate brampton from the rest of ontario by building a wall 😂
They should isolate brampton from the rest of ontario by building a wall 😂
Identity Attack0.05976611
Insult0.03412145
Profanity0.020578653
Threat0.11616269
Severe Toxicity0.0074768066
Low Tox 0.17458448 Low Con 0.141 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Not just Brampton all over Canada u go to Yukon full of Indians Calgary northwest, the whole country is full of Indians at least 10 million Indians in canada
Not just Brampton all over Canada u go to Yukon full of Indians Calgary northwest, the whole country is full of Indians at least 10 million Indians in canada
Identity Attack0.2308735
Insult0.03566399
Profanity0.017914234
Threat0.0072106146
Severe Toxicity0.004234314
Low Tox 0.17458448 Moderate Con 0.397
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
lol im a indian born n raised in canada, used to live in Brampton but moved since it was literally india 2.0 .. my entire family are born in canada except for my mom who …
lol im a indian born n raised in canada, used to live in Brampton but moved since it was literally india 2.0 .. my entire family are born in canada except for my mom who came in her 20’s, and obv my grandparents. brampton is genuinely just india, not canada. i don’t get y brampton js attracts every single travelling desi. my grandparents came to canada for a modern, safer world to raise and wtv, so whats the point lmao. 🫩✌️
Identity Attack0.11280017
Insult0.061101943
Profanity0.06796519
Threat0.006641001
Severe Toxicity0.0062179565
Low Tox 0.17458448 Constructive 0.597 Personal_Narrative
Feb 6, 2026 Inside Canada's Indian Metropolis (Brampton)
In India not everybody know where the Bombay is, but Everybody knows where the Brampton is 😁
In India not everybody know where the Bombay is, but Everybody knows where the Brampton is 😁
Identity Attack0.1232452
Insult0.04383647
Profanity0.050930742
Threat0.020609349
Severe Toxicity0.011367798
Low Tox 0.17371799 Moderate Con 0.327 Humor_Satire
Sep 19, 2025 9 likes Inside Canada's Indian Metropolis (Brampton)
Simple, do NOT support the business economy in the Indian takeover of Brampton. Turning Brampton into little India is NOT okay
Simple, do NOT support the business economy in the Indian takeover of Brampton. Turning Brampton into little India is NOT okay
Identity Attack0.16587129
Insult0.04969218
Profanity0.016411226
Threat0.0074306927
Severe Toxicity0.0033950806
Low Tox 0.17371799 Low Con 0.279 Call_To_Action
Nov 23, 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)
Brampton = Little India.
Brampton = Little India.
Identity Attack0.12735364
Insult0.07333439
Profanity0.043916557
Threat0.0089712385
Severe Toxicity0.007896423
Low Tox 0.17198499 Low Con 0.264
Oct 14, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
For a while I lived in a basement room in Brampton as I worked at the airport. Big beautiful house. I had small room with a toilet, neighbours down the hall, no fire exit, no …
For a while I lived in a basement room in Brampton as I worked at the airport. Big beautiful house. I had small room with a toilet, neighbours down the hall, no fire exit, no windows... I ran into a deputy fire chief at a library and he said totally illegal but he had to look the other way .... Canadian government policy... There were about 20 people in that single family house... I was the only white guy in the neighbourhood ... They treated my well... Liberal Government brought large numbers to help facilitate the creation of the Klaus Schwab/WEF vision of the NWO... as they will support the team that brought them in unvettted. The Liberal thought is Canada is not a nation state... but part of that Globalists vision/agneda. I guess I might go to jail for saying that eh ????
Identity Attack0.13163337
Insult0.06319981
Profanity0.029050145
Threat0.009566744
Severe Toxicity0.0052261353
Low Tox 0.17198499 Constructive 0.719 Personal_Narrative
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton aka Bramladesh is the worst, but all cities, even small ones have been taken over right now in Canada. It's terrible, and if Trump doesn't absorb us into the USA and put ICE to …
Brampton aka Bramladesh is the worst, but all cities, even small ones have been taken over right now in Canada. It's terrible, and if Trump doesn't absorb us into the USA and put ICE to work, god might as well send meteors. Thank you Tyler for showing this and braving the cold.
Identity Attack0.025203101
Insult0.082619295
Profanity0.019212283
Threat0.008582866
Severe Toxicity0.0037574768
Low Tox 0.17198499 Constructive 0.625 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Having lived in brampton as an immigrant i can personally say that it is no longer a Canadian city. No one speaks English or french, no one dresses western, no one knows the canadian national …
Having lived in brampton as an immigrant i can personally say that it is no longer a Canadian city. No one speaks English or french, no one dresses western, no one knows the canadian national anthem and every one carries and indian or Pakistan flag....
Identity Attack0.18313584
Insult0.038566336
Profanity0.014054239
Threat0.0072106146
Severe Toxicity0.004196167
Low Tox 0.17198499 Constructive 0.501 Personal_Narrative
Sep 30, 2025 22 likes Inside Canada's Indian Metropolis (Brampton)
Brampton and surrey are hubs for punjabis and Indians. The rest of Canada has smaller populations though they stick out more with their identity and choice of jobs that usually are in your face.
Brampton and surrey are hubs for punjabis and Indians. The rest of Canada has smaller populations though they stick out more with their identity and choice of jobs that usually are in your face.
Identity Attack0.13805299
Insult0.06774519
Profanity0.014088398
Threat0.006815769
Severe Toxicity0.0035476685
Low Tox 0.17198499 Moderate Con 0.465 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I work with someone Sikh. He happens to live in Brampton. So what? He's a great guy and he works hard. He's probably first generation, and he's as Canadian as anyone else I know. Everything …
I work with someone Sikh. He happens to live in Brampton. So what? He's a great guy and he works hard. He's probably first generation, and he's as Canadian as anyone else I know. Everything I'm reading here is exactly what people once said about Irish and Italians. Give everyone some time to learn what being Canadian is all about. For the record I'm white and I've lived all my life, but I don't live in Barampton. I'm also first generation in this country, but I get a pass because my parents came here from Scotland, not India. That's not fair.
Identity Attack0.16587129
Insult0.054376744
Profanity0.058946952
Threat0.008893564
Severe Toxicity0.0062561035
Low Tox 0.17111848 Constructive 0.847 Moral_Argument
Sep 20, 2025 8 likes Inside Canada's Indian Metropolis (Brampton)
i’m in a taxi in the UK watching this and no joke my punjabi taxi driver just mentioned mid-video how his entire family is in brampton
i’m in a taxi in the UK watching this and no joke my punjabi taxi driver just mentioned mid-video how his entire family is in brampton
Identity Attack0.08583717
Insult0.033680726
Profanity0.075468846
Threat0.012130005
Severe Toxicity0.007972717
Low Tox 0.17025198 Moderate Con 0.485 Personal_Narrative
Jan 27, 2026 709 likes Inside Canada's Indian Invasion...
Brampton is basically India! 😅😅😅😅😅
Brampton is basically India! 😅😅😅😅😅
Identity Attack0.11860296
Insult0.047935467
Profanity0.05393682
Threat0.008272167
Severe Toxicity0.0075149536
Low Tox 0.17025198 Low Con 0.268 Identity_Assertion
Sep 20, 2025 30 likes Inside Canada's Indian Metropolis (Brampton)
I went to Brampton last week and whole city seems like it's Punjab of India or Pakistan 😂
I went to Brampton last week and whole city seems like it's Punjab of India or Pakistan 😂
Identity Attack0.18158256
Insult0.03511308
Profanity0.066963166
Threat0.010680079
Severe Toxicity0.006828308
Low Tox 0.1693855 Moderate Con 0.469
Dec 28, 2025 Inside Canada's Indian Metropolis (Brampton)

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.