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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: "It’s not just Brampton, it’s …" 1,012 comments · Page 10 of 41
From top to bottom, everyone is so corrupted. If you are so tough, go to Brampton, even Kitchener, ON to find out how many of these illegal international students are here in Canada. I see …
From top to bottom, everyone is so corrupted. If you are so tough, go to Brampton, even Kitchener, ON to find out how many of these illegal international students are here in Canada. I see them everywhere these days, working illegally on cash. It is NOT fair to those international legal students who work so hard and try to make the living. Canadian government is such a joke man.
Identity Attack0.22859548
Insult0.44126466
Profanity0.04141149
Threat0.0074306927
Severe Toxicity0.008773804
Moderate 0.39987978 Constructive 0.557
Sep 29, 2025 1 likes IRCC Names India in Study …
I went to Brampton about three times , I HATE Brampton with a passion
I went to Brampton about three times , I HATE Brampton with a passion
Identity Attack0.2839175
Insult0.16839184
Profanity0.21132572
Threat0.012751401
Severe Toxicity0.017739398
Moderate 0.39842087 Moderate Con 0.438 Personal_Narrative
Sep 21, 2025 266 likes Inside Canada's Indian Metropolis (Brampton)
See Many Indians Moved To Brampton Still Brampton Is Clean Coz Not All Indians Throw Trash
See Many Indians Moved To Brampton Still Brampton Is Clean Coz Not All Indians Throw Trash
Identity Attack0.3958119
Insult0.26957804
Profanity0.1654338
Threat0.0138755
Severe Toxicity0.023076924
Moderate 0.3972142 Moderate Con 0.31
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton is for sure the smelliest place in canada
Brampton is for sure the smelliest place in canada
Identity Attack0.28034934
Insult0.40420914
Profanity0.06646215
Threat0.00636914
Severe Toxicity0.012833111
Moderate 0.3969567 Low Con 0.287 Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I hate to say it…. But the natives of Brampton did not sell their message very well. I heard a lot of racism from them. While the Indian people in this video were making sense …
I hate to say it…. But the natives of Brampton did not sell their message very well. I heard a lot of racism from them. While the Indian people in this video were making sense in a lot of their comments…FYI i am a white person living in Brampton. Just calling balls and strikes, no agenda for me.
Identity Attack0.3817989
Insult0.22770336
Profanity0.29456177
Threat0.077831104
Severe Toxicity0.023076924
Moderate 0.39669925 Constructive 0.723
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s too late. Indian students have already destroyed Canada. Mass immigration have already destroyed Canada. Liberals have already destroyed Canada. All political Parties at all levels have already destroyed Canada. Brampton is the crime capital …
It’s too late. Indian students have already destroyed Canada. Mass immigration have already destroyed Canada. Liberals have already destroyed Canada. All political Parties at all levels have already destroyed Canada. Brampton is the crime capital of Canada.
Identity Attack0.43896464
Insult0.2817503
Profanity0.023789622
Threat0.046218675
Severe Toxicity0.016771052
Moderate 0.39669925 Low Con 0.224
Aug 29, 2025 2 likes Why Canadians Are Turning Against …
If I were to say I want to live around white people that would be considered racist. And yet here’s Brampton where Indians come to Canada to make an Indian community.
If I were to say I want to live around white people that would be considered racist. And yet here’s Brampton where Indians come to Canada to make an Indian community.
Identity Attack0.46050715
Insult0.24424846
Profanity0.07047026
Threat0.009126588
Severe Toxicity0.016060932
Moderate 0.39441586 Moderate Con 0.426
Nov 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Isn’t it ironic that the high-IQ white man, or the “Buddy on the Bike,” who’s supposedly intelligent, is riding a bike in the snow? Also, if he were truly that intelligent, why are the so-called …
Isn’t it ironic that the high-IQ white man, or the “Buddy on the Bike,” who’s supposedly intelligent, is riding a bike in the snow? Also, if he were truly that intelligent, why are the so-called “nasty people,” as he referred to Indians, running his hometown? Though I doubt he’s even from Brampton. He’s likely from St. Marys, Ontario. It is one of the most racist towns in Canada. Many individuals there believe that all non-white people are not Canadians, even if they were born in Canada and have been there over four generations. I’m not surprised by the “white trash” remark, as he calls himself. Nor am I surprised by his Nick Fuentes wannabe behavior. As for the American audience, not everybody thinks in terms of race the way y’all do. I think this exported American ideology is affecting people in Canada and the rest of the world.
Identity Attack0.44690517
Insult0.36798462
Profanity0.0961592
Threat0.011249693
Severe Toxicity0.020127986
Moderate 0.39441586 Constructive 0.671 Identity_Assertion
Jan 28, 2026 3 likes 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...
I'm sorry for Brampton. Now it's gonna smell and get trashed.
I'm sorry for Brampton. Now it's gonna smell and get trashed.
Identity Attack0.01274247
Insult0.36709076
Profanity0.110447146
Threat0.05688698
Severe Toxicity0.012833111
Moderate 0.39231625 Moderate Con 0.482
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton has been destroyed by al these 3rd world people invading this once beautiful town.
Brampton has been destroyed by al these 3rd world people invading this once beautiful town.
Identity Attack0.44690517
Insult0.2679134
Profanity0.07740857
Threat0.04233929
Severe Toxicity0.022839356
Moderate 0.38811707 Moderate Con 0.365
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Omg as soon as i heard brampton, i knew this invasion was the right word. mom bought a place there in 2004 before it was really developed...in the 2010s the indians arrived and the CAR …
Omg as soon as i heard brampton, i knew this invasion was the right word. mom bought a place there in 2004 before it was really developed...in the 2010s the indians arrived and the CAR ACCIDENTS SKYROCKETED! i have no issue with the indians but the wives of the guys that immigrate over here can not drive!
Identity Attack0.458714
Insult0.24928534
Profanity0.0961592
Threat0.019918699
Severe Toxicity0.023076924
Moderate 0.38811707 Constructive 0.594 Personal_Narrative
Feb 28, 2026 Inside Canada's Indian Invasion...
You havent seen the nasty parts. Of course walking into temple with a camera you will hear advocation for peace. Growing up there you are taught in school that if you are white you are …
You havent seen the nasty parts. Of course walking into temple with a camera you will hear advocation for peace. Growing up there you are taught in school that if you are white you are evil from the teachers and the brown students of which outnumber you 20/1 take that mileage and run with it. Many employers and landlords will not even give you a chance unless you are of their faith or from their home region in india or pakistan, and if you are black or white than you shouldnt even bother trying… aint gonna happen. There is a massive entitlement from the younger Sikhs who actively want to see the country become more closer to the punjab with Brampton being the new Lahore. Street violence rarely gets brought up anymore because it is so frequent so media only jumps on it if they got nothing else to use. The majority of gangs are in Bramalea south of Kennedy. This isnt just circumstances because “they have it so hard here boohoo”. The Tamel people that live in Brampton come from India and Sri Lanka. Many fled due to the tigers and because India has been trying to destroy their culture for a long while. You wont find Tamel who has lived in Canada more than a year in a gang, or with a thick as lard accent, or speaking their previous language in public. They are good people, very respectful.
Identity Attack0.44690517
Insult0.3388922
Profanity0.17101645
Threat0.025961896
Severe Toxicity0.022710243
Moderate 0.38601747 Constructive 0.663 Personal_Narrative
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
As someone from Ottawa Canada who goes to Toronto often, yes there are a lot of Indians in our country and my gripe comes down to how they overrun traditional fast food places we grew …
As someone from Ottawa Canada who goes to Toronto often, yes there are a lot of Indians in our country and my gripe comes down to how they overrun traditional fast food places we grew up on, but since they have no attachment to it they half ass and don’t make things up to par and make it seem like they’re doing you a favor when you’re paying. So many places are ruined because of this, not just Tim Hortons. However, Tyler postured this as if this is a recent epidemic when Brampton has BEEN known for a lot of Indian immigrants starting in the late 80s and 90s- maybe he mentions this and I missed it or I haven’t got to it yet as I’m midway through the video… Toronto and its areas are very diverse and have been for a long time. Nearby from Brampton in Markham that’s where a lot of Chinese are and you can see it by the business types and you see Chinese lettering under English writing in some places. So why is Tyler acting like this is a rapid epidemic that just started? To ramp you guys up. Again, not denying the fact we have a ton of Indians and have taken in more than ever in the recent years, but these weren’t calm white places that have been overrun like in some of your other videos in Europe, etc.
Identity Attack0.316
Insult0.36798462
Profanity0.33453682
Threat0.011405042
Severe Toxicity0.023076924
Moderate 0.38601747 Constructive 0.802 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
I live in Brampton, Indians are great except the driving and over crowding of houses.
I live in Brampton, Indians are great except the driving and over crowding of houses.
Identity Attack0.46028158
Insult0.24928534
Profanity0.12639372
Threat0.011172019
Severe Toxicity0.021419114
Moderate 0.38434127 Constructive 0.604 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Brampton has become New India... Note the relationship between skyrocketing scam, fraud, and the population of Punjabi's and Sikhs
Brampton has become New India... Note the relationship between skyrocketing scam, fraud, and the population of Punjabi's and Sikhs
Identity Attack0.38246045
Insult0.40243408
Profanity0.15938593
Threat0.035458352
Severe Toxicity0.023076924
Moderate 0.3811502 Low Con 0.3 Unverified_Claim
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
Brampton is a cesspool
Brampton is a cesspool
Identity Attack0.06749674
Insult0.40975618
Profanity0.26600444
Threat0.0100069
Severe Toxicity0.020386212
Moderate 0.37795907 Low Con 0.243
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton and mississauga alot of them are illegal aliens
Brampton and mississauga alot of them are illegal aliens
Identity Attack0.38826546
Insult0.3388922
Profanity0.034146797
Threat0.0067057298
Severe Toxicity0.011367798
Moderate 0.37751234 Low Con 0.237
Sep 29, 2025 IRCC Names India in Study …
Maple magats. Brampton is infested.
Maple magats. Brampton is infested.
Identity Attack0.06385879
Insult0.38406035
Profanity0.1184936
Threat0.010654188
Severe Toxicity0.014769804
Moderate 0.37751234 Low Con 0.192 Fear_Threat
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton is the worst city in Canada and I am an east Indian immigrant .
Brampton is the worst city in Canada and I am an east Indian immigrant .
Identity Attack0.38208112
Insult0.27969417
Profanity0.08840031
Threat0.0078449575
Severe Toxicity0.014317908
Moderate 0.37751234 Moderate Con 0.472 Personal_Narrative
Sep 19, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
I am now a minority in Brampton. Indian s are everywhere, and they're taking all the jobs in Brampton and infact Canada. Stop Indians from taking over our Country, jobs, schools, parks, Tim Hortons, McDonald's, …
I am now a minority in Brampton. Indian s are everywhere, and they're taking all the jobs in Brampton and infact Canada. Stop Indians from taking over our Country, jobs, schools, parks, Tim Hortons, McDonald's, etc. Stop issuing student visas to Indian boys and girls. They have one agenda, stay in Canada.
Identity Attack0.48915586
Insult0.17858955
Profanity0.028230323
Threat0.010550622
Severe Toxicity0.01986976
Moderate 0.37751234 Constructive 0.562 Fear_Threat
Oct 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I live in Brampton. I can go days without meeting a white Canadian. Everyone seems to be Indian, Pakistani or Bangladeshi
I live in Brampton. I can go days without meeting a white Canadian. Everyone seems to be Indian, Pakistani or Bangladeshi
Identity Attack0.46028158
Insult0.15911613
Profanity0.07223598
Threat0.009696201
Severe Toxicity0.017481172
Moderate 0.37751234 Moderate Con 0.452 Identity_Assertion
Feb 20, 2026 2 likes LILLEY UNLEASHED: The fall of …
The old stock Indians would likely welcome mass deportations of the rabble that flooded Brampton in the last 5 years.
The old stock Indians would likely welcome mass deportations of the rabble that flooded Brampton in the last 5 years.
Identity Attack0.41222036
Insult0.27558193
Profanity0.10549548
Threat0.04363242
Severe Toxicity0.023076924
Moderate 0.37751234 Moderate Con 0.353 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton is nut. A small plaza has like 20 stop signs because people do not have self regulation.
Brampton is nut. A small plaza has like 20 stop signs because people do not have self regulation.
Identity Attack0.025806036
Insult0.42167732
Profanity0.11354194
Threat0.0071847234
Severe Toxicity0.00831604
Moderate 0.37751234 Moderate Con 0.305 Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Brampton is ghetto
Brampton is ghetto
Identity Attack0.27340925
Insult0.3393024
Profanity0.2263305
Threat0.011379151
Severe Toxicity0.02116089
Moderate 0.37751234 Moderate Con 0.329
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.