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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 29 of 41
It's not Brampton it's New Delhi and why do Canadian women love BIC?
It's not Brampton it's New Delhi and why do Canadian women love BIC?
Identity Attack0.057037655
Insult0.022190686
Profanity0.012380436
Threat0.006427396
Severe Toxicity0.0017261505
Low Tox 0.09351514 Low Con 0.235
Jan 27, 2026 Inside Canada's Indian Invasion...
it not just Brampton it all over Ontario my little town of wallaceburg just over night after covid we seen raise in the indian. i can't even get work cause of it.
it not just Brampton it all over Ontario my little town of wallaceburg just over night after covid we seen raise in the indian. i can't even get work cause of it.
Identity Attack0.062039822
Insult0.025155678
Profanity0.016411226
Threat0.0071070488
Severe Toxicity0.002670288
Low Tox 0.09308127 Constructive 0.609 Economic_Argument
Sep 20, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Just wish we would not cry more later: they no only conquer Brampton, they take away all Canadian’s jobs gradually . Are all Canadian work hard to build such a beautiful, well respected country just …
Just wish we would not cry more later: they no only conquer Brampton, they take away all Canadian’s jobs gradually . Are all Canadian work hard to build such a beautiful, well respected country just for them?
Identity Attack0.038167715
Insult0.028832749
Profanity0.012004685
Threat0.0079873605
Severe Toxicity0.0019454956
Low Tox 0.09308127 Constructive 0.551 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
no disrespect but being a resident in Mississauga i avoid brampton at all cost.
no disrespect but being a resident in Mississauga i avoid brampton at all cost.
Identity Attack0.034816213
Insult0.023221988
Profanity0.014566627
Threat0.009307829
Severe Toxicity0.0022220612
Low Tox 0.091913216 Constructive 0.537
Sep 22, 2025 9 likes Inside Canada's Indian Metropolis (Brampton)
The points system is why Canadians have a good impression of immigrants. When you let in english or french speaking well or over-educated new citizens, people will have a good impression of these hardworking people. …
The points system is why Canadians have a good impression of immigrants. When you let in english or french speaking well or over-educated new citizens, people will have a good impression of these hardworking people. When you let in gobs of just anyone.. you end up with Brampton, Ontario, or Sweden, where foreign nationals have brought their own opinion of how life should be to a previously high trust/well functioning area. Like the opposite of gentrification. Basically slumification, a reduction in trust, an increase in crime, an increase in corruption.. Who would have thought there would one day be new Canadian citizens calling for Sharia Law in Canada? That is when immigration "jumped the shark", and the system needs fixing. And Canada already has the fix: Limit immigration to economically well off migrants who meet the points quota: ie, they are educated and speak english or french. And greatly restrict refugees... we have enough homeless and economically useless people, we do not need more.
Identity Attack0.04203484
Insult0.033019636
Profanity0.015693882
Threat0.0069905366
Severe Toxicity0.0021743774
Low Tox 0.091913216 Constructive 0.614
Jun 19, 2025 2 likes How Canada broke its immigration …
All of Canada feels like Brampton now. Especially the driving.
All of Canada feels like Brampton now. Especially the driving.
Identity Attack0.034042787
Insult0.031697463
Profanity0.013610168
Threat0.007754337
Severe Toxicity0.0022602081
Low Tox 0.091913216 Moderate Con 0.326 Identity_Assertion
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Can thank Trudeau for the immigration mess we are in. Between 2015 to 2024, Canada took in just over 3 million immigrants. This does not include temporary foreign workers and international students both of which …
Can thank Trudeau for the immigration mess we are in. Between 2015 to 2024, Canada took in just over 3 million immigrants. This does not include temporary foreign workers and international students both of which saw a significant increase especially after mid-2022. About over one quarter of the new immigrants are from India and Pakistan. This likely explains how Brampton became the fastest growing city in Canada (ninth most populous municipality in Canada) and the third largest city in Ontario surpassing Mississauga at the start of 2025 behind Toronto and Ottawa. Trudeau preached immigration diversity but this is not diversity when over a quarter came from 2 countries.
Identity Attack0.04177703
Insult0.030926194
Profanity0.01220964
Threat0.0066280556
Severe Toxicity0.0019359589
Low Tox 0.09112182 Constructive 0.635 Policy_Critique
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
finally...ppl will believe me brampton is a real place lolol
finally...ppl will believe me brampton is a real place lolol
Identity Attack0.0102854045
Insult0.025413504
Profanity0.02795705
Threat0.007948523
Severe Toxicity0.002861023
Low Tox 0.09112182 Low Con 0.27 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I grew up in Brampton and we left in 2009. Canada is and has been cooked for years. We need saving desperately. A country of 30 million cannot sustain an influx from a country with …
I grew up in Brampton and we left in 2009. Canada is and has been cooked for years. We need saving desperately. A country of 30 million cannot sustain an influx from a country with a billion people.
Identity Attack0.026408968
Insult0.030485468
Profanity0.015079016
Threat0.0071070488
Severe Toxicity0.002231598
Low Tox 0.09033044 Constructive 0.585 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
come to surrey BC its bramptons doppelganger
come to surrey BC its bramptons doppelganger
Identity Attack0.00828752
Insult0.033239998
Profanity0.024267852
Threat0.00951496
Severe Toxicity0.002784729
Low Tox 0.09033044 Low Con 0.199 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Brampton used to be majority Italian 40 years ago. Then they all fled east to Vaughan and Richmond Hill once the initial batches of Indians came in
Brampton used to be majority Italian 40 years ago. Then they all fled east to Vaughan and Richmond Hill once the initial batches of Indians came in
Identity Attack0.07177465
Insult0.02173949
Profanity0.02303812
Threat0.008065036
Severe Toxicity0.0026130676
Low Tox 0.08874765 Moderate Con 0.431 Comparative_Framing
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The problem with Brampton is multiculturalism ended. Multiculturalism was always a point of pride for Toronto and all the cities around it. Brampton is the total opposite of multiculturalism.
The problem with Brampton is multiculturalism ended. Multiculturalism was always a point of pride for Toronto and all the cities around it. Brampton is the total opposite of multiculturalism.
Identity Attack0.060675595
Insult0.02283525
Profanity0.010621235
Threat0.0060131317
Severe Toxicity0.0015830994
Low Tox 0.08716487 Moderate Con 0.485 Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Ok so what you doing a video about born n raised in Brampton 60 yrs it's to late same thing in malton as a kid was a party town now look at it it's not …
Ok so what you doing a video about born n raised in Brampton 60 yrs it's to late same thing in malton as a kid was a party town now look at it it's not getting better it's spreading fast
Identity Attack0.009619443
Insult0.023608726
Profanity0.022013342
Threat0.007819066
Severe Toxicity0.0028800964
Low Tox 0.08716487 Constructive 0.534 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
I just knew this was Brampton. Send em back.
I just knew this was Brampton. Send em back.
Identity Attack0.008065533
Insult0.025026767
Profanity0.016069634
Threat0.023026628
Severe Toxicity0.002632141
Low Tox 0.085582085 Moderate Con 0.337
Sep 23, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
When are you going to swing by Surrey, BC? It's just like Brampton. lol
When are you going to swing by Surrey, BC? It's just like Brampton. lol
Identity Attack0.008583503
Insult0.028061481
Profanity0.02030538
Threat0.008764107
Severe Toxicity0.002374649
Low Tox 0.085582085 Moderate Con 0.379 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Noo way brooo you in brampton😂😂😂
Noo way brooo you in brampton😂😂😂
Identity Attack0.008768492
Insult0.023608726
Profanity0.035649836
Threat0.0083886795
Severe Toxicity0.003643036
Low Tox 0.08479069 Moderate Con 0.348 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
🫠 800 illegal colleges in Ontario. Do you want your kids to go to Stanford? There is one in Brampton ❤😂
🫠 800 illegal colleges in Ontario. Do you want your kids to go to Stanford? There is one in Brampton ❤😂
Identity Attack0.029402243
Insult0.025284592
Profanity0.0118338885
Threat0.006330303
Severe Toxicity0.0015735626
Low Tox 0.083999306 Moderate Con 0.31
Oct 2, 2025 3 likes IRCC Names India in Study …
Ok I live right next to Brampton and I would just like to clarify that it does have a big Indian population but honestly anywhere else Ive been to in Ontario it’s not the same …
Ok I live right next to Brampton and I would just like to clarify that it does have a big Indian population but honestly anywhere else Ive been to in Ontario it’s not the same many live in Brampton because it’s next to Toronto where everyone goes to work and it’s honestly not a big deal think of it as Chinatown in New York.
Identity Attack0.07177465
Insult0.022061773
Profanity0.016957775
Threat0.006647474
Severe Toxicity0.0022792816
Low Tox 0.083999306 Constructive 0.631 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
I've lived in Brampton for 26 years and see it change. I think you completely missed highlighting K-extremism through this video. The same people are involved in most of the crime too.
I've lived in Brampton for 26 years and see it change. I think you completely missed highlighting K-extremism through this video. The same people are involved in most of the crime too.
Identity Attack0.01766643
Insult0.023221988
Profanity0.017299367
Threat0.008349842
Severe Toxicity0.0021076202
Low Tox 0.08320791 Constructive 0.765
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Everyone in Ontario knows Brampton is a large Indian community . I don't get the problem . They can have that.
Everyone in Ontario knows Brampton is a large Indian community . I don't get the problem . They can have that.
Identity Attack0.08087392
Insult0.019225692
Profanity0.013951761
Threat0.006537435
Severe Toxicity0.0020122528
Low Tox 0.08320791 Constructive 0.583 Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...
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)
The bike guy is gary from dail a bottle. He delivers beer in brampton. Lol
The bike guy is gary from dail a bottle. He delivers beer in brampton. Lol
Identity Attack0.004162259
Insult0.033901088
Profanity0.018529098
Threat0.006589218
Severe Toxicity0.0016307831
Low Tox 0.08241652 Moderate Con 0.392 Meta_Commentary
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Ice will have a ball of a time in Brampton
Ice will have a ball of a time in Brampton
Identity Attack0.0059936526
Insult0.018516673
Profanity0.04667213
Threat0.012906751
Severe Toxicity0.0037765503
Low Tox 0.08083374 Low Con 0.28 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Bottom line, if you come to visit Canada, just avoid Brampton and Toronto and you are good. But they are at all the Timmys, wherever the city/province, they have prirority over Timmys employement and no …
Bottom line, if you come to visit Canada, just avoid Brampton and Toronto and you are good. But they are at all the Timmys, wherever the city/province, they have prirority over Timmys employement and no i do not want to work there😂. Not a chance.
Identity Attack0.034042787
Insult0.028171662
Profanity0.015044857
Threat0.0066280556
Severe Toxicity0.002040863
Low Tox 0.08004235 Constructive 0.549 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
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)

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.