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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

click to expand

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: "It’s not just Brampton, it’s …" 1,012 comments · Page 13 of 41
We're too nice and too woke so we're being pushed out and walked all over. I'm ashamed to be Canadian lately and it's sad. I've lived in Brampton since 1985 and seeing how much crime …
We're too nice and too woke so we're being pushed out and walked all over. I'm ashamed to be Canadian lately and it's sad. I've lived in Brampton since 1985 and seeing how much crime there is now and how I'm the minority now as a white single male is crazy. Brampton has changed so much it's so sad. 😢
Identity Attack0.36702603
Insult0.2659317
Profanity0.057443913
Threat0.008686432
Severe Toxicity0.010299683
Moderate 0.3389984 Constructive 0.671
Sep 1, 2025 40 likes Why Canadians Are Turning Against …
I gather the Indians moved into Brampton and impoverished the white folks. And here is how they did it, they sell among themselves, buy among themselves. I think the same can be said of Markham, …
I gather the Indians moved into Brampton and impoverished the white folks. And here is how they did it, they sell among themselves, buy among themselves. I think the same can be said of Markham, which is a little Hong Kong.
Identity Attack0.40255263
Insult0.16758773
Profanity0.089370176
Threat0.020091362
Severe Toxicity0.015673593
Moderate 0.3389984 Constructive 0.632 Identity_Assertion
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton smells !
Brampton smells !
Identity Attack0.035331827
Insult0.34101152
Profanity0.082581155
Threat0.0069387536
Severe Toxicity0.010147095
Moderate 0.3389984 Moderate Con 0.346
Sep 19, 2025 24 likes Inside Canada's Indian Metropolis (Brampton)
Brampton used to be a nice place. Then it turned into a mirror image of a third world dumpster.
Brampton used to be a nice place. Then it turned into a mirror image of a third world dumpster.
Identity Attack0.18002926
Insult0.3388922
Profanity0.062454045
Threat0.00780612
Severe Toxicity0.009384155
Moderate 0.3389984 Moderate Con 0.304
Oct 14, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I was shocked how many Indians were in Brampton it’s basically India pt2. It smells like curry soon as you walk outside.
I was shocked how many Indians were in Brampton it’s basically India pt2. It smells like curry soon as you walk outside.
Identity Attack0.3817989
Insult0.24835461
Profanity0.10363861
Threat0.00967031
Severe Toxicity0.016383713
Moderate 0.3389984 Moderate Con 0.401 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler walking into a Brampton Tim Hortons surprised to see no whites, Brampton or not, every single Tim Hortons is full of Indians.
Tyler walking into a Brampton Tim Hortons surprised to see no whites, Brampton or not, every single Tim Hortons is full of Indians.
Identity Attack0.39870077
Insult0.16124763
Profanity0.094219476
Threat0.0115345
Severe Toxicity0.015415368
Moderate 0.33836752 Moderate Con 0.38 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
As a canadian. And as somebody who has a mother who is living currently in Brampton. It's definitely packed and swarmed with indians. I believe 53% of the population of Brampton is Indian. Let that …
As a canadian. And as somebody who has a mother who is living currently in Brampton. It's definitely packed and swarmed with indians. I believe 53% of the population of Brampton is Indian. Let that sink in.
Identity Attack0.39334553
Insult0.16266862
Profanity0.044417568
Threat0.05753354
Severe Toxicity0.015286255
Moderate 0.33836752 Constructive 0.639 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
omg! This video just ruined my day! I mean the content of this video just make me so upset! Why Canada changed so much? I just dont understand! I came here 10 years ago and …
omg! This video just ruined my day! I mean the content of this video just make me so upset! Why Canada changed so much? I just dont understand! I came here 10 years ago and I understand 10 years is long enough to change a lot of things but this much change is just not acceptable for me! Canadian people don't even dare to complain about Indian people in public because of the race issue! I worked in Brampton 4 years but I never go back there in last 5 years!
Identity Attack0.27875587
Insult0.14512913
Profanity0.07191269
Threat0.009618527
Severe Toxicity0.014576134
Moderate 0.3375374 Constructive 0.689 Personal_Narrative
Dec 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton = organized crime... wars 4
Brampton = organized crime... wars 4
Identity Attack0.052490227
Insult0.30797598
Profanity0.03690237
Threat0.030623792
Severe Toxicity0.010070801
Moderate 0.3375374 Low Con 0.19 Unverified_Claim
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
ITS NOT JUST EFFING BRAMPTON NOW THEY HAVE RUINED ENTIRE CANADA
ITS NOT JUST EFFING BRAMPTON NOW THEY HAVE RUINED ENTIRE CANADA
Identity Attack0.06522302
Insult0.24903896
Profanity0.047674157
Threat0.061412923
Severe Toxicity0.013866014
Moderate 0.33587718 Low Con 0.157 Fear_Threat
Dec 2, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
lived in brampton my whole life, moved out to the only white ppl left in alberta lol
lived in brampton my whole life, moved out to the only white ppl left in alberta lol
Identity Attack0.38246045
Insult0.113185234
Profanity0.09034003
Threat0.009359611
Severe Toxicity0.014253352
Moderate 0.33587718 Moderate Con 0.35 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
They are in Brampton and all Signh Hortons in Canada, find them and deport them
They are in Brampton and all Signh Hortons in Canada, find them and deport them
Identity Attack0.28034934
Insult0.16337912
Profanity0.025497584
Threat0.1733226
Severe Toxicity0.015092585
Moderate 0.33421695 Low Con 0.292
Oct 1, 2025 IRCC Names India in Study …
They are all in Brampton and Surrey. Smashing jewellery stores and shooting up the neighbourhood in extortion schemes and gang violence.
They are all in Brampton and Surrey. Smashing jewellery stores and shooting up the neighbourhood in extortion schemes and gang violence.
Identity Attack0.08087392
Insult0.07365121
Profanity0.028913507
Threat0.44185185
Severe Toxicity0.017416617
Moderate 0.3308965 Moderate Con 0.389 Fear_Threat
Feb 3, 2026 IRCC Names India in Study …
On this clip, there is soo much bitterness against the non-white people of Brampton. The white people on this clip accuse the non-white people of coming into Canada illegally and not paying taxes. What do …
On this clip, there is soo much bitterness against the non-white people of Brampton. The white people on this clip accuse the non-white people of coming into Canada illegally and not paying taxes. What do they know about us. 99.99% of the people came legally either as TFW like the rest of Canada or as students or as landed immigrants, all of whom required a lot of money to come. Unlike the European immigrants who came 30-50 years ago who brag about coming with $6 in their pocket, these people are bringing $50K per person so they are actually adding to GDP..
Identity Attack0.38826546
Insult0.17361937
Profanity0.053435806
Threat0.009592636
Severe Toxicity0.0125103295
Moderate 0.32971194 Constructive 0.674 Moral_Argument
Jan 19, 2026 Inside Canada's Indian Metropolis (Brampton)
Personally as an Indian, I really feel bad about it. Unfortunately, we DO go to other countries for a chance at better life and dignity, but a lot us Indians then start to feel privileged …
Personally as an Indian, I really feel bad about it. Unfortunately, we DO go to other countries for a chance at better life and dignity, but a lot us Indians then start to feel privileged and entitled and do not adapt to the culture of the country they are in, and force their own cultures and individual beliefs. This sucks, especially as a young guy who dreams of living in other countries, while respecting their cultures and planning to adapt to them. Even in India too, we don't really pay much taxes since we know its gonna go into corruption anyway, so the Immigrant residents in Brampton may have carried forward that practice as their habit. This gets a lot of us good folks, generalized for no reason too, Although, I do understand the anti-Indian sentiments foreigners have towards us, but again.. not every Indian are like that, since it has also been pointed out by few others. Although, I AM genuinely sorry for the problems Canadians might be facing in Brampton right now
Identity Attack0.2846865
Insult0.19225755
Profanity0.33023968
Threat0.01187109
Severe Toxicity0.019998873
Moderate 0.32919475 Constructive 0.851
Dec 9, 2025 Inside Canada's Indian Metropolis (Brampton)
These ben choads in Brampton can't drive! They're not in their senses! *head bobble
These ben choads in Brampton can't drive! They're not in their senses! *head bobble
Identity Attack0.08831879
Insult0.3388922
Profanity0.110447146
Threat0.01187109
Severe Toxicity0.0119018555
Moderate 0.32919475 Low Con 0.232
Jan 27, 2026 Inside Canada's Indian Invasion...
Answers canadians knew even not working for Immigration department......students from India are the largest visa fraudsters.....no wonder our kids can't find even a minimum wage summer job....if they say 40+k non compliant you know that …
Answers canadians knew even not working for Immigration department......students from India are the largest visa fraudsters.....no wonder our kids can't find even a minimum wage summer job....if they say 40+k non compliant you know that the real number is 3 times that over 100K.....as a matter how to find them.....start with Brampton, Ontario.
Identity Attack0.36702603
Insult0.25007802
Profanity0.020783609
Threat0.007948523
Severe Toxicity0.010375977
Moderate 0.32919475 Constructive 0.543 Unverified_Claim
Oct 3, 2025 IRCC Names India in Study …
I have lived in Brampton for 9 months the stories ive heard since 2008 is unethical they bring there past drama from there home countries to Canada people have killed each other over there goats …
I have lived in Brampton for 9 months the stories ive heard since 2008 is unethical they bring there past drama from there home countries to Canada people have killed each other over there goats 3 years ago back home
Identity Attack0.11280017
Insult0.24903896
Profanity0.108590275
Threat0.18597278
Severe Toxicity0.01644827
Moderate 0.3281604 Constructive 0.599
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Why so many Punjabs in Brampton??? It's like home 😂😂😂😂 nooooo😂😂😂😂
Why so many Punjabs in Brampton??? It's like home 😂😂😂😂 nooooo😂😂😂😂
Identity Attack0.33060804
Insult0.107333586
Profanity0.10363861
Threat0.012699619
Severe Toxicity0.019611536
Moderate 0.3260917 Moderate Con 0.359 Humor_Satire
Feb 4, 2026 Inside Canada's Indian Invasion...
White guy in bicycle at -26degress while Indians in Brampton drive to work. They can afford to pay for car while he can’t 😂
White guy in bicycle at -26degress while Indians in Brampton drive to work. They can afford to pay for car while he can’t 😂
Identity Attack0.37879246
Insult0.11172232
Profanity0.068967216
Threat0.010084574
Severe Toxicity0.014253352
Moderate 0.3250515 Low Con 0.263
Jan 27, 2026 Inside Canada's Indian Invasion...
The racism and sexism in Brampton is crazy, I have lived there basically my whole life and the fast rate this just kept on getting worse. So much my whole family had to move away …
The racism and sexism in Brampton is crazy, I have lived there basically my whole life and the fast rate this just kept on getting worse. So much my whole family had to move away because of this issue, and I legit have trauma from how people treated me at school.
Identity Attack0.24150419
Insult0.24287975
Profanity0.10611444
Threat0.010188141
Severe Toxicity0.011749268
Moderate 0.3250515 Constructive 0.597 Personal_Narrative
Feb 5, 2026 1 likes Inside Canada's Indian Invasion...
THANK YOU FOR COVERING THIS! I lived in Brampton my whole life. Its too much, faaaarrrr too much. Horrible civic sense, no accountability, a complete lack of manners....its a shame. Our city has been absolutely …
THANK YOU FOR COVERING THIS! I lived in Brampton my whole life. Its too much, faaaarrrr too much. Horrible civic sense, no accountability, a complete lack of manners....its a shame. Our city has been absolutely wrecked
Identity Attack0.031980325
Insult0.26957804
Profanity0.04792466
Threat0.0072753434
Severe Toxicity0.006980896
Moderate 0.32397532 Constructive 0.557 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I am from Brampton, and over here we call this Indian invasion, AKA Injection of liberal votes "Diversity"
I am from Brampton, and over here we call this Indian invasion, AKA Injection of liberal votes "Diversity"
Identity Attack0.3758158
Insult0.15556364
Profanity0.10116278
Threat0.02613456
Severe Toxicity0.021806452
Moderate 0.32397532 Moderate Con 0.412 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
From someone that lives in Brampton. The people that drive here are terrible. And when it’s there fault they blame you for there poor driving skills. Terrible. No wonder our insurance is sky high.
From someone that lives in Brampton. The people that drive here are terrible. And when it’s there fault they blame you for there poor driving skills. Terrible. No wonder our insurance is sky high.
Identity Attack0.052944973
Insult0.34032786
Profanity0.02208166
Threat0.007521313
Severe Toxicity0.0061798096
Moderate 0.3234372 Constructive 0.56 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
i grew up in brampton. my brother would play a game "how many white people are at the bus stop"
i grew up in brampton. my brother would play a game "how many white people are at the bus stop"
Identity Attack0.3817989
Insult0.07872037
Profanity0.084844165
Threat0.031314444
Severe Toxicity0.014382465
Moderate 0.32128486 Moderate Con 0.468 Personal_Narrative
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.