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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: "i live in brampton and …" 223 comments · Page 8 of 9
30 + years in this city and i have seen the changes. I dont want to single out students but they are the main reason for it. Fake car insurances and expensive cars they cant …
30 + years in this city and i have seen the changes. I dont want to single out students but they are the main reason for it. Fake car insurances and expensive cars they cant afford. Results in my insurance being higher by default. Many students coming here and not studying but getting on trucks as soon as they get their license makes brampton one of if not the most city with trucking companies . Sheridan college with its low standards dooms the city. Multiculturalism is good but when people ruin that for others for their own cash grab methods makes this city extremely expensive to live in.
Identity Attack0.014048826
Insult0.033239998
Profanity0.016342908
Threat0.007249452
Severe Toxicity0.001707077
Low Tox 0.08241652 Constructive 0.644 Personal_Narrative
Nov 20, 2025 Inside Canada's Indian Metropolis (Brampton)
What is happening in Brampton today resembles, in a historical sense, what Europeans once did to Native Americans—establishing dominance through demographic change, reshaping local culture, and creating parallel social structures. The difference is that this …
What is happening in Brampton today resembles, in a historical sense, what Europeans once did to Native Americans—establishing dominance through demographic change, reshaping local culture, and creating parallel social structures. The difference is that this time it is happening through modern immigration and citizenship policies rather than conquest. Brampton is increasingly becoming Indian-dominant, not because of organic assimilation, but because Canadian government policies have allowed unchecked immigration, easy pathways to citizenship, and weak enforcement against illegal overstays. This demographic shift is a direct consequence of Canadian governance decisions, not the actions of immigrants alone. It is also important to acknowledge an uncomfortable reality: while many Indians in Brampton are hardworking, skilled, and law-abiding, there are individuals living there who are reportedly facing criminal charges or are wanted in India, yet continue to remain abroad due to legal loopholes, slow extradition processes, or a lack of coordination between governments. Ignoring this issue only undermines trust and accountability. Ultimately, the responsibility lies with the Canadian government. Citizenship is granted by Canada, not India. If Brampton is changing rapidly in its cultural and demographic makeup, it is because policymakers chose growth without proper planning, enforcement, or integration. History shows that when governments ignore demographic balance and social cohesion, long-term consequences follow—regardless of which group is involved.
Identity Attack0.04538634
Insult0.0279513
Profanity0.013985921
Threat0.0074436385
Severe Toxicity0.0020599365
Low Tox 0.079250954 Constructive 0.67
Jan 4, 2026 Inside Canada's Indian Metropolis (Brampton)
Brampton is God's country, where insurance is low due to the honest people that live in Brampton, to live in Brampton you require a special visa.
Brampton is God's country, where insurance is low due to the honest people that live in Brampton, to live in Brampton you require a special visa.
Identity Attack0.031464707
Insult0.023866551
Profanity0.013712646
Threat0.006039023
Severe Toxicity0.001707077
Low Tox 0.071337044 Moderate Con 0.496 Humor_Satire
Sep 30, 2025 Inside Canada's Indian Metropolis (Brampton)
So sad what Brampton has become. I left Canada entirely despite being born and raised in Brampton. Now living a better life in Australia
So sad what Brampton has become. I left Canada entirely despite being born and raised in Brampton. Now living a better life in Australia
Identity Attack0.031722516
Insult0.023608726
Profanity0.010006369
Threat0.006045496
Severe Toxicity0.0016021729
Low Tox 0.0665887 Constructive 0.571
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm a Brampton resident. My family immigrated in the late 90s. I grew up on YTV, TVO kids, Fox Kids, Treehouse TV. I also still grew up knowing my own native culture and religion. I …
I'm a Brampton resident. My family immigrated in the late 90s. I grew up on YTV, TVO kids, Fox Kids, Treehouse TV. I also still grew up knowing my own native culture and religion. I attend one of these temples of worship. Despite this, I still made friends with different races of people. I think my community needs to branch out a little more and learn about other cultures that live amongst us. Maybe we need to have a little less pride on where we come from? I don't know what the exact answer is. One thing I know is we can definitely get along. Just need the community to adapt more and actually learn Canadian culture. Maybe go see a Blue Jays game at the Skydom? Maybe know who Wayne Gretzky is?? LOL.
Identity Attack0.042292643
Insult0.020385906
Profanity0.025360947
Threat0.0075083673
Severe Toxicity0.0024414062
Low Tox 0.06579731 Constructive 0.864 Personal_Narrative
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
I’ve been waiting for this video for literal years as someone who lives in Brampton 😭😭
I’ve been waiting for this video for literal years as someone who lives in Brampton 😭😭
Identity Attack0.010211408
Insult0.015036922
Profanity0.03239325
Threat0.009644418
Severe Toxicity0.003929138
Low Tox 0.06500591 Moderate Con 0.473 Meta_Commentary
Feb 3, 2026 Inside Canada's Indian Invasion...
As a Candian I live 15 minutes away and I've only been there twice. I go out of my way to avoid Brampton
As a Candian I live 15 minutes away and I've only been there twice. I go out of my way to avoid Brampton
Identity Attack0.035331827
Insult0.017420914
Profanity0.019007329
Threat0.008427517
Severe Toxicity0.0019168854
Low Tox 0.062236045 Constructive 0.61 Personal_Narrative
Dec 22, 2025 19 likes Inside Canada's Indian Metropolis (Brampton)
People I talk to, who live in Brampton, similarly complain about it. It's so sad man.
People I talk to, who live in Brampton, similarly complain about it. It's so sad man.
Identity Attack0.008324518
Insult0.027605021
Profanity0.0118680475
Threat0.0062849927
Severe Toxicity0.0009822845
Low Tox 0.059479803 Constructive 0.596 Personal_Narrative
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
i wish could of meet you i live in brampton
i wish could of meet you i live in brampton
Identity Attack0.008768492
Insult0.015948927
Profanity0.029050145
Threat0.013424582
Severe Toxicity0.0033569336
Low Tox 0.055521555 Moderate Con 0.463 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Here in brampton, i live in the indian matrix bruh. Plz help.
Here in brampton, i live in the indian matrix bruh. Plz help.
Identity Attack0.03249594
Insult0.018001022
Profanity0.025770858
Threat0.010783645
Severe Toxicity0.002746582
Low Tox 0.054037213 Moderate Con 0.352 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Seeing this video after living in Brampton, this might be the coolest thing that’s happened to our town tbh
Seeing this video after living in Brampton, this might be the coolest thing that’s happened to our town tbh
Identity Attack0.011765319
Insult0.013326911
Profanity0.035399333
Threat0.0115345
Severe Toxicity0.0041007996
Low Tox 0.05378982 Moderate Con 0.457 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
No way you came to Canada I live like 30 min from Brampton 😭😭
No way you came to Canada I live like 30 min from Brampton 😭😭
Identity Attack0.019475231
Insult0.019354604
Profanity0.013576009
Threat0.00636914
Severe Toxicity0.0019073486
Low Tox 0.05255287 Moderate Con 0.402 Personal_Narrative
Feb 4, 2026 Inside Canada's Indian Invasion...
Bramptons been little India for 20 plus years I personally have family that’s lived there now since the 80s
Bramptons been little India for 20 plus years I personally have family that’s lived there now since the 80s
Identity Attack0.034558404
Insult0.020063626
Profanity0.01982715
Threat0.007521313
Severe Toxicity0.0021457672
Low Tox 0.05205809 Constructive 0.524 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
As Punjabi Indian Brampton live I support this video
As Punjabi Indian Brampton live I support this video
Identity Attack0.033784978
Insult0.017936565
Profanity0.02973333
Threat0.012337137
Severe Toxicity0.0051498413
Low Tox 0.051810697 Constructive 0.551 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
Come in Brampton You can get everyone All of the students live unter the basement,
Come in Brampton You can get everyone All of the students live unter the basement,
Identity Attack0.009360458
Insult0.02051482
Profanity0.013268576
Threat0.007547205
Severe Toxicity0.0013160706
Low Tox 0.049831573 Moderate Con 0.43
Oct 2, 2025 2 likes IRCC Names India in Study …
Hahaha I was born and raised in Brampton from birth in 1996-2020, and I still live in the general area (the GTA). VERY interested to see this video. Bramladesh sure has changed a lot in …
Hahaha I was born and raised in Brampton from birth in 1996-2020, and I still live in the general area (the GTA). VERY interested to see this video. Bramladesh sure has changed a lot in the last 30 years.
Identity Attack0.014852738
Insult0.015796926
Profanity0.028503597
Threat0.00814271
Severe Toxicity0.0025367737
Low Tox 0.049336795 Constructive 0.625 Humor_Satire
Feb 18, 2026 Inside Canada's Indian Invasion...
I live in brampton and these people only helping themselves
I live in brampton and these people only helping themselves
Identity Attack0.012139536
Insult0.019225692
Profanity0.017777596
Threat0.007573096
Severe Toxicity0.00166893
Low Tox 0.04735767 Moderate Con 0.388 Identity_Assertion
Dec 16, 2025 Inside Canada's Indian Metropolis (Brampton)
I've lived in brampton. I am canadian born. They have changed the entire city
I've lived in brampton. I am canadian born. They have changed the entire city
Identity Attack0.022992345
Insult0.014808921
Profanity0.016342908
Threat0.0074565844
Severe Toxicity0.0016212463
Low Tox 0.043399423 Constructive 0.553 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Bro you should’ve interviewed me!!! I live in Brampton and I got TOO much to share
Bro you should’ve interviewed me!!! I live in Brampton and I got TOO much to share
Identity Attack0.007029593
Insult0.0151129225
Profanity0.023652986
Threat0.0076507707
Severe Toxicity0.0020599365
Low Tox 0.040430736 Moderate Con 0.458 Call_To_Action
Jan 27, 2026 5 likes Inside Canada's Indian Invasion...
Lived in Mississauga, in the town nextdoor. Brampton is nicknamed "Brown Town" for that reason...
Lived in Mississauga, in the town nextdoor. Brampton is nicknamed "Brown Town" for that reason...
Identity Attack0.016159095
Insult0.01617693
Profanity0.012141321
Threat0.0069516995
Severe Toxicity0.0015830994
Low Tox 0.03734144 Constructive 0.604 Personal_Narrative
Mar 2, 2026 Inside Canada's Indian Invasion...
I live in canada, ITS NOT JUST BRAMPTON ITS THE WHOLE COUNTRY, CITIES SMALL TOWNS SUBURBS EVERYWHERE
I live in canada, ITS NOT JUST BRAMPTON ITS THE WHOLE COUNTRY, CITIES SMALL TOWNS SUBURBS EVERYWHERE
Identity Attack0.01374736
Insult0.01302291
Profanity0.013780965
Threat0.006543908
Severe Toxicity0.0016593933
Low Tox 0.03357032 Moderate Con 0.393 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
I live in Kitchener and its seriously Brampton 2.0 if you don't include the GTA
I live in Kitchener and its seriously Brampton 2.0 if you don't include the GTA
Identity Attack0.0073625734
Insult0.013478912
Profanity0.017231047
Threat0.00814271
Severe Toxicity0.0016975403
Low Tox 0.032627538 Moderate Con 0.417 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I see this is more of a Canadian government immigrations policies are responsible for the situation Brampton is in. I lived there for 10 yrs but moved on for past 5 yrs now. Unchecked rampant …
I see this is more of a Canadian government immigrations policies are responsible for the situation Brampton is in. I lived there for 10 yrs but moved on for past 5 yrs now. Unchecked rampant liberal immigration has led to this. We should not single out one particular community though, it will not help the current situation anyway.
Identity Attack0.017967897
Insult0.013934915
Profanity0.009536679
Threat0.0062008454
Severe Toxicity0.0009727478
Low Tox 0.032391842 Constructive 0.793
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Once upon a time, Brampton was known as where the Scots lived.
Once upon a time, Brampton was known as where the Scots lived.
Identity Attack0.021083053
Insult0.012756908
Profanity0.015044857
Threat0.0079873605
Severe Toxicity0.0016498566
Low Tox 0.032156147 Moderate Con 0.346
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Also, for those watching who have never lived in Canada, here's a fun little experiment you can try: Go to Radio Garden and go to Brampton's radio stations. Try to find a station in English …
Also, for those watching who have never lived in Canada, here's a fun little experiment you can try: Go to Radio Garden and go to Brampton's radio stations. Try to find a station in English or French (The official languages of Canada). You may or may not notice a pattern. At the time of writing this, out of 6 stations, 5 of them are indian or punjabi.
Identity Attack0.023193322
Insult0.012452906
Profanity0.011697251
Threat0.006537435
Severe Toxicity0.001115799
Low Tox 0.031449065 Moderate Con 0.466
Oct 10, 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.