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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 31 of 41
Brampton city government is not doing enough to integrate Indians into Canadian society. And by that I simply mean building closer relationships with the locals. More community events like festivals need to be held. Not …
Brampton city government is not doing enough to integrate Indians into Canadian society. And by that I simply mean building closer relationships with the locals. More community events like festivals need to be held. Not purely Indian festivals, but mixed culture festivals. That would build more understanding and friendlier relations. The earlier generations of Indian immigrants in this video look like they have integrated well identifying as both Indian and Canadian. That's the ideal, I feel.
Identity Attack0.05976611
Insult0.017743196
Profanity0.012551232
Threat0.006427396
Severe Toxicity0.001745224
Low Tox 0.059974585 Constructive 0.769
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Bro I'm in Buffalo and some of my Indian classmates are from Brampton Ontario... for reference its less than 2 hours away including border crossing. It's so real
Bro I'm in Buffalo and some of my Indian classmates are from Brampton Ontario... for reference its less than 2 hours away including border crossing. It's so real
Identity Attack0.049761772
Insult0.017420914
Profanity0.019622196
Threat0.0071199946
Severe Toxicity0.002298355
Low Tox 0.059974585 Constructive 0.721
Jan 27, 2026 11 likes Inside Canada's Indian Invasion...
I avoid Brampton at all costs.
I avoid Brampton at all costs.
Identity Attack0.011691323
Insult0.01838776
Profanity0.0127903465
Threat0.010265815
Severe Toxicity0.0019073486
Low Tox 0.059974585 Moderate Con 0.36 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Why is it so hard in Brampton to buy deodorant
Why is it so hard in Brampton to buy deodorant
Identity Attack0.009693438
Insult0.020837102
Profanity0.019758832
Threat0.0064597605
Severe Toxicity0.0016784668
Low Tox 0.059479803 Moderate Con 0.328 Humor_Satire
Oct 5, 2025 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)
New slur just dropped: Brampton Driver
New slur just dropped: Brampton Driver
Identity Attack0.008435511
Insult0.018967867
Profanity0.035900343
Threat0.010705971
Severe Toxicity0.0034332275
Low Tox 0.05898502 Low Con 0.238 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Canada should be declared the 29th state of India and Brampton the 9th union territory.
Canada should be declared the 29th state of India and Brampton the 9th union territory.
Identity Attack0.041261412
Insult0.017227544
Profanity0.012414595
Threat0.0101363575
Severe Toxicity0.0024795532
Low Tox 0.058737632 Low Con 0.191 Humor_Satire
Feb 14, 2026 Inside Canada's Indian Metropolis (Brampton)
I'm an Aussie who did a Working Holiday in Canada and was shocked at the level of segregation in Canadian cities. They have literal cities that cater exclusively to one ethnicity; examples include Surrey and …
I'm an Aussie who did a Working Holiday in Canada and was shocked at the level of segregation in Canadian cities. They have literal cities that cater exclusively to one ethnicity; examples include Surrey and Brampton (Indian), Richmond, Burnaby and Markham (Chinese) and Vaughan (Italian). It's really funny cos Canadians that come to Australia like to lecture us on how welcoming and mixed Canada is when Canadian society is far more segregated than ours.
Identity Attack0.04693319
Insult0.019419061
Profanity0.010894509
Threat0.006110225
Severe Toxicity0.0015258789
Low Tox 0.057748068 Constructive 0.782
Sep 28, 2025 285 likes Inside Canada's Indian Metropolis (Brampton)
i was born to portuguese immigrants in brampton always been an immigrant industrial center
i was born to portuguese immigrants in brampton always been an immigrant industrial center
Identity Attack0.044870727
Insult0.016100928
Profanity0.02030538
Threat0.0072753434
Severe Toxicity0.0022029877
Low Tox 0.057748068 Moderate Con 0.389
Dec 31, 2025 Inside Canada's Indian Metropolis (Brampton)
8:29 wait thats the new Brampton
8:29 wait thats the new Brampton
Identity Attack0.008435511
Insult0.014884921
Profanity0.02522431
Threat0.011042561
Severe Toxicity0.003452301
Low Tox 0.05725329 Low Con 0.29 Meta_Commentary
Feb 24, 2026 6 likes Inside Canada's Indian Invasion...
Brampton has the cheapest rental rates in GTA, plus a lotta warehousing jobs if ya stay in Brampton. Plus the only region where ya can survive without speaking an iota of english. You can survive …
Brampton has the cheapest rental rates in GTA, plus a lotta warehousing jobs if ya stay in Brampton. Plus the only region where ya can survive without speaking an iota of english. You can survive just by knowing Punjabi.
Identity Attack0.038167715
Insult0.021675033
Profanity0.013371054
Threat0.006602164
Severe Toxicity0.0017929077
Low Tox 0.057005897 Constructive 0.534
Jan 27, 2026 Inside Canada's Indian Invasion...
I am an Indo-canadian who migrated from UAE 2 decades ago. Came thro proper channel of PR and became a citizen 4 yrs later. Qualified as a CPA burning the midnight oil, raised 2 kids …
I am an Indo-canadian who migrated from UAE 2 decades ago. Came thro proper channel of PR and became a citizen 4 yrs later. Qualified as a CPA burning the midnight oil, raised 2 kids thro Univ who are employed now. Trudeau, to be in power, joined hands with Jagmeet Singh. I know of a 2 shutter shop in Brampton East, registered as a college, which issued 4000 student visas. I wonder whether the Immigration dept checked on the college before issuing the visas. Now, we have students, whose visas have expired, whose families in India have mortgaged everything (primarily from Punjab, Haryana & Gujarat) who are here working for cash. I think we must revisit the files, track them out, see their educational background and give them opportunites. Indian origin folks must also educate their families back home on reality. With a growth rate of 7% + India is the country to be in, for these youngsters, to grow in life
Identity Attack0.01656105
Insult0.02618698
Profanity0.015249812
Threat0.0070034824
Severe Toxicity0.0017642975
Low Tox 0.056758508 Constructive 0.839 Personal_Narrative
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Where are they? They're in BRAMPTON! Why not start putting their pictures up and letting people call in to a tip line. Just like what's done for other crimes.
Where are they? They're in BRAMPTON! Why not start putting their pictures up and letting people call in to a tip line. Just like what's done for other crimes.
Identity Attack0.0056236745
Insult0.021481665
Profanity0.011594773
Threat0.008285114
Severe Toxicity0.0014781952
Low Tox 0.056758508 Moderate Con 0.398 Call_To_Action
Oct 2, 2025 IRCC Names India in Study …
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...
The government is ignoring the call to fix the immigration crisis in Canada especially in Brampton 😢trust me bad things is gonna happen
The government is ignoring the call to fix the immigration crisis in Canada especially in Brampton 😢trust me bad things is gonna happen
Identity Attack0.022992345
Insult0.017012933
Profanity0.011492296
Threat0.008375733
Severe Toxicity0.0014591217
Low Tox 0.055521555 Moderate Con 0.338 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Yeah we call Brampton “Brown Town” 😂
Yeah we call Brampton “Brown Town” 😂
Identity Attack0.01274247
Insult0.021868404
Profanity0.020578653
Threat0.0076507707
Severe Toxicity0.0022029877
Low Tox 0.055274166 Moderate Con 0.323 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
0:05 let me guess .. Brampton, ON. 😊😊
0:05 let me guess .. Brampton, ON. 😊😊
Identity Attack0.006881601
Insult0.01648093
Profanity0.023243073
Threat0.011327368
Severe Toxicity0.0034713745
Low Tox 0.054779384 Moderate Con 0.318 Humor_Satire
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton has been pure India since the late 80s same as Surrey
Brampton has been pure India since the late 80s same as Surrey
Identity Attack0.04203484
Insult0.020256994
Profanity0.022149978
Threat0.0074565844
Severe Toxicity0.0025367737
Low Tox 0.054779384 Low Con 0.28 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
You guys captured the 2nd biggest land of earth but you guys are simply focused on Brampton.
You guys captured the 2nd biggest land of earth but you guys are simply focused on Brampton.
Identity Attack0.009101473
Insult0.022190686
Profanity0.015488927
Threat0.0072106146
Severe Toxicity0.0016307831
Low Tox 0.054779384 Moderate Con 0.347 Comparative_Framing
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Another area of change besides the face of Brampton has been the increase in crime in Ontario. Recent reports on major car theft rings, etc. Increase in the misuse of food banks.
Another area of change besides the face of Brampton has been the increase in crime in Ontario. Recent reports on major car theft rings, etc. Increase in the misuse of food banks.
Identity Attack0.0058826595
Insult0.0279513
Profanity0.010518758
Threat0.006925808
Severe Toxicity0.0013256073
Low Tox 0.054779384 Constructive 0.521 Unverified_Claim
Jan 2, 2026 2 likes Inside Canada's Indian Metropolis (Brampton)
Fun fact: There are literal Sikh grade schools in Brampton
Fun fact: There are literal Sikh grade schools in Brampton
Identity Attack0.038425524
Insult0.017872108
Profanity0.023652986
Threat0.007573096
Severe Toxicity0.0024795532
Low Tox 0.054531995 Low Con 0.246 Identity_Assertion
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...
bout to go to Toronto in a couple weeks lol might have to stop in Brampton !
bout to go to Toronto in a couple weeks lol might have to stop in Brampton !
Identity Attack0.011469335
Insult0.019161236
Profanity0.01893901
Threat0.008090926
Severe Toxicity0.0020217896
Low Tox 0.05354243 Moderate Con 0.486 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
i was born and raised just south of Brampton, you've hit the nail on the head here.. beyond its core it just exists to feed itself, more grocery stores and timmies because the more houses …
i was born and raised just south of Brampton, you've hit the nail on the head here.. beyond its core it just exists to feed itself, more grocery stores and timmies because the more houses they build, the more grocery stores and timmies they'll need. the town exists as a bedroom city to Toronto/Mississauga and beyond.
Identity Attack0.005956655
Insult0.025800243
Profanity0.014395831
Threat0.006874025
Severe Toxicity0.0015258789
Low Tox 0.05304765 Constructive 0.741 Personal_Narrative
Sep 20, 2025 45 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.