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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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "I am from Brampton, and …" 1,012 comments · Page 4 of 41
Yoo I"m a french Canadian from Montréal , I was angry with whats happening in Brampton Ontario, but to see my city hosting these type of bullshit make me loose my damn mind . Sorry …
Yoo I"m a french Canadian from Montréal , I was angry with whats happening in Brampton Ontario, but to see my city hosting these type of bullshit make me loose my damn mind . Sorry to my US friends, we don't want that to happen.
Identity Attack0.19100772
Insult0.4339631
Profanity0.7107322
Threat0.010835429
Severe Toxicity0.15179962
Moderate 0.64447093 Constructive 0.638 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada is fcked. Brampton is lost and to these scammers who just jump the border from Québec
Canada is fcked. Brampton is lost and to these scammers who just jump the border from Québec
Identity Attack0.3072352
Insult0.5678696
Profanity0.5722072
Threat0.019228047
Severe Toxicity0.16960317
Moderate 0.64447093 Low Con 0.27 Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Brampton is disgustingly trashy now. All punjabis
Brampton is disgustingly trashy now. All punjabis
Identity Attack0.5502601
Insult0.6308392
Profanity0.4098025
Threat0.10542984
Severe Toxicity0.34950548
Moderate 0.6407703 Low Con 0.28 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the …
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the benefit of the country. Go to Markham or Richmond and it's 80%+ chinese. Vaughan is mostly Italians. So many areas of the country has had immigrant populations like Brampton does. Then you give an outright racist a platform of about 4 minutes in this video to say such BS that Indians eat poop, and Africans have sub 80 IQ. It's infuriating to see this content.....and from an American no less. You then highlight a survey about quality life and make an implication that it has anything to do with immigration. Guess what, you ask that quality of life to any city in North America and they will almost guarantee that quality of life has decreased since the pandemic mostly because of inflation and the economy...not because of some immigrants coming here to take low paying jobs that white don't want to do. It's the same BS that Americans do with blaming Mexicans and Somalians. Only dumb people actually buy into this xenophobic crap that media producers like you promote.
Identity Attack0.40351558
Insult0.6336687
Profanity0.34827787
Threat0.019573374
Severe Toxicity0.16960317
Moderate 0.6407703 Constructive 0.566 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Us “old stock” Indians DO NOT WANT THIS BS HERE! Trudeau and his stupid Liberal policies WRECKED immigrations. Now Brampton and most of Canada is overrun with Punjabi “temp workers” “international students” “asylum seekers” etc. …
Us “old stock” Indians DO NOT WANT THIS BS HERE! Trudeau and his stupid Liberal policies WRECKED immigrations. Now Brampton and most of Canada is overrun with Punjabi “temp workers” “international students” “asylum seekers” etc. They have RUINED what used to be a nicely mixed city of Brampton. It used to be clean, friendly, safe….not anymore. I grew up Brampton all my life and I’ve never been afraid of going out in the evenings or to events, until the last 10 years happened, especially the last 7 years. These new Indian immigrants are NOT respectful, not clean, downright rude, they stare at you if you’re a woman, I mean STARE. Im the summers of you wear a dress or shorts (and you’re an Indian or brown girl) they will yell obscene things and stare you down, it’s disgusting.
Identity Attack0.4911651
Insult0.6500014
Profanity0.3496935
Threat0.01254427
Severe Toxicity0.08595808
Moderate 0.63782936 Constructive 0.543 Insult Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
brown who isn’t Indian, get all the looks idek live in Brampton man, people from Brampton are Disrespectful Rude dirty dishonest scammers bad drivers and very loud! I got scammed when i bought my R6, …
brown who isn’t Indian, get all the looks idek live in Brampton man, people from Brampton are Disrespectful Rude dirty dishonest scammers bad drivers and very loud! I got scammed when i bought my R6, never dealing again
Identity Attack0.46050715
Insult0.6308392
Profanity0.2661081
Threat0.01508414
Severe Toxicity0.16960317
Moderate 0.63782936 Moderate Con 0.492 Insult Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Oh fuck (Born and raised in Brampton 🤦🏻‍♂️)
Oh fuck (Born and raised in Brampton 🤦🏻‍♂️)
Identity Attack0.06567776
Insult0.25205973
Profanity0.8089582
Threat0.009799767
Severe Toxicity0.16960317
Moderate 0.6342749 Low Con 0.298 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Brampton is infested with right wing Hindutva fanatics ......terrorists, who call for burning down Sikh Gurdwaras . They are funded by India's BJP govt and by the RSS . What is most hilarious is that …
Brampton is infested with right wing Hindutva fanatics ......terrorists, who call for burning down Sikh Gurdwaras . They are funded by India's BJP govt and by the RSS . What is most hilarious is that they targeted Sikhs, and then got beaten to pulp , and cried victim .................just like their mentor and Idol , Israel !!!!!! Brampton is a RSS Hindu Right Wing ghetto
Identity Attack0.6007182
Insult0.5739874
Profanity0.29984993
Threat0.3526302
Severe Toxicity0.35368225
Moderate 0.6342749 Low Con 0.265 Identity Attack Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I live in Brampton Ontario. It’s even worse all my neighbors are morons from India a lot of people I know who from India they go back for five months missing half the school year
I live in Brampton Ontario. It’s even worse all my neighbors are morons from India a lot of people I know who from India they go back for five months missing half the school year
Identity Attack0.5135796
Insult0.6336687
Profanity0.40783462
Threat0.0103175985
Severe Toxicity0.072789766
Moderate 0.6342749 Moderate Con 0.439 Identity Attack Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
The indian guy acting like he dosent know its so popular for indians to move to Brampton is crazy. I know why lol, its bc they want to be around their own people, feel like …
The indian guy acting like he dosent know its so popular for indians to move to Brampton is crazy. I know why lol, its bc they want to be around their own people, feel like their in india, speak their own lanaguage while taking all the free benefits canada has to offer meanwhile they dont want to integrate or deal with us disgusting white people lol
Identity Attack0.61901736
Insult0.6051471
Profanity0.28249276
Threat0.01187109
Severe Toxicity0.101760045
Moderate 0.6342749 Moderate Con 0.487 Identity Attack Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
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)
Im a Canadian (From Scarborough) whos parents immigrated from South Asia in the 70s-80s & are proud Canadians. Anyone who is Canadian first or second generation Canadian brown people like my self & others are …
Im a Canadian (From Scarborough) whos parents immigrated from South Asia in the 70s-80s & are proud Canadians. Anyone who is Canadian first or second generation Canadian brown people like my self & others are tired of Brampton & all this immigration shit too
Identity Attack0.48949075
Insult0.48484445
Profanity0.6242122
Threat0.010680079
Severe Toxicity0.12546301
Moderate 0.6308517 Constructive 0.653
Sep 19, 2025 89 likes Inside Canada's Indian Metropolis (Brampton)
Add 3/4 of a million people of the same culture that don’t assimilate and live like they did back home, it won’t be long before they turn Brampton into the same shite pile.
Add 3/4 of a million people of the same culture that don’t assimilate and live like they did back home, it won’t be long before they turn Brampton into the same shite pile.
Identity Attack0.44690517
Insult0.5130944
Profanity0.59166485
Threat0.011560392
Severe Toxicity0.11492836
Moderate 0.6308517 Low Con 0.293 Insult Identity_Assertion
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Coincidentally, Brampton is the shittiest city in Ontario. Thoughts?
Coincidentally, Brampton is the shittiest city in Ontario. Thoughts?
Identity Attack0.18391247
Insult0.5270482
Profanity0.542788
Threat0.008129764
Severe Toxicity0.040387187
Moderate 0.6289369 Low Con 0.236 Insult Identity_Assertion
Sep 21, 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)
Brampton Bike guy is so based! Thanks for covering how badly the marxist Extreme far left liberal party of Canada has destroyed our country and fuck you TRUMP for helping Carney get elected instead of …
Brampton Bike guy is so based! Thanks for covering how badly the marxist Extreme far left liberal party of Canada has destroyed our country and fuck you TRUMP for helping Carney get elected instead of polleivre
Identity Attack0.23391083
Insult0.54471385
Profanity0.5365423
Threat0.050744623
Severe Toxicity0.16960317
Moderate 0.62702215 Moderate Con 0.455 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I am from really close to where this video was made. And every time I go to Brampton, someone almost fucking hits me.
I am from really close to where this video was made. And every time I go to Brampton, someone almost fucking hits me.
Identity Attack0.09410924
Insult0.24928534
Profanity0.70864636
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.62702215 Moderate Con 0.461 Personal_Narrative
Jan 27, 2026 27 likes Inside Canada's Indian Invasion...
It is over for Canada, they wanted to open up to immigrants and for decades they did and now they live in a "shit hole." Brampton is one example, but there or more, just go …
It is over for Canada, they wanted to open up to immigrants and for decades they did and now they live in a "shit hole." Brampton is one example, but there or more, just go there!
Identity Attack0.37082586
Insult0.5130944
Profanity0.64080805
Threat0.01101667
Severe Toxicity0.07542343
Moderate 0.62702215 Moderate Con 0.416 Insult
Nov 15, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Lived in brampton most my life until 2019 when i left. Sad to see shit is like this, even though i kept hearing about this.
Lived in brampton most my life until 2019 when i left. Sad to see shit is like this, even though i kept hearing about this.
Identity Attack0.025806036
Insult0.2838064
Profanity0.7246992
Threat0.008362788
Severe Toxicity0.023552058
Moderate 0.62136006 Constructive 0.507
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
Its not just brampton. You can go to but fuck no where is the smallest rural town and they seem to have taken over all hospitality service work
Its not just brampton. You can go to but fuck no where is the smallest rural town and they seem to have taken over all hospitality service work
Identity Attack0.033527173
Insult0.25007802
Profanity0.70864636
Threat0.010110466
Severe Toxicity0.13073033
Moderate 0.62136006 Moderate Con 0.416 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
For all the folks watching and cursing on Indians let me tell you that 95% of those Indians you saw there in Brampton are Punjabis....it's because Punjab is a shit hole and has nothing left. …
For all the folks watching and cursing on Indians let me tell you that 95% of those Indians you saw there in Brampton are Punjabis....it's because Punjab is a shit hole and has nothing left. You won't find too many South Indians, they are educated, they genuinely come to study or work in high skilled jobs and immigrate back to India later on
Identity Attack0.57150364
Insult0.5015486
Profanity0.5381406
Threat0.11309616
Severe Toxicity0.2733782
Moderate 0.60311776 Constructive 0.593 Identity Attack Insult Comparative_Framing
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
Just for anyone not Canadian watching this ....... ITS NOT JUST BRAMPTON. IT EVERY DAMN CITY IN CANADA !
Just for anyone not Canadian watching this ....... ITS NOT JUST BRAMPTON. IT EVERY DAMN CITY IN CANADA !
Identity Attack0.23998553
Insult0.44802538
Profanity0.5643384
Threat0.010110466
Severe Toxicity0.10702737
Moderate 0.6027529 Low Con 0.278 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Brampton used to be the lovely city. Mow is just garbage
Brampton used to be the lovely city. Mow is just garbage
Identity Attack0.094936445
Insult0.6308392
Profanity0.27747265
Threat0.006912862
Severe Toxicity0.020644438
Moderate 0.60254884 Moderate Con 0.33 Insult Fear_Threat
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I live in Brampton It’s good I never ran into you because the shit i would say could get me time in a cage
I live in Brampton It’s good I never ran into you because the shit i would say could get me time in a cage
Identity Attack0.06340405
Insult0.34782293
Profanity0.6750904
Threat0.0287245
Severe Toxicity0.08595808
Moderate 0.60254884 Moderate Con 0.475 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
As soon as I saw the monkey statue, I knew it was Brampton. Once a beautiful quiet town now devastated by Indians turning it to a sh!thole they escaped from.
As soon as I saw the monkey statue, I knew it was Brampton. Once a beautiful quiet town now devastated by Indians turning it to a sh!thole they escaped from.
Identity Attack0.55011386
Insult0.5270482
Profanity0.5365423
Threat0.033386398
Severe Toxicity0.16960317
Moderate 0.60254884 Moderate Con 0.403 Identity Attack Insult Identity_Assertion
Oct 6, 2025 1 likes 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.