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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

click to expand

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 34 of 41
Bro no way he was in Brampton 😭😭😭
Bro no way he was in Brampton 😭😭😭
Identity Attack0.007029593
Insult0.013478912
Profanity0.020510335
Threat0.00746953
Severe Toxicity0.0018692017
Low Tox 0.038991302 Moderate Con 0.332 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Visit India. You will get to see what the future of Brampton would look like. Congratulations
Visit India. You will get to see what the future of Brampton would look like. Congratulations
Identity Attack0.019475231
Insult0.0129089095
Profanity0.01579636
Threat0.009230154
Severe Toxicity0.0022697449
Low Tox 0.038991302 Moderate Con 0.444
Sep 25, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
You spelt Windsor wrong.. lol it not Brampton dinnggdaalinnglingdaa
You spelt Windsor wrong.. lol it not Brampton dinnggdaalinnglingdaa
Identity Attack0.0023123662
Insult0.018967867
Profanity0.04291453
Threat0.0057186154
Severe Toxicity0.005340576
Low Tox 0.03734144 Moderate Con 0.327 Humor_Satire
Jan 29, 2026 1 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...
We do call it Brown-Town! We Canadians don’t claim Brampton!
We do call it Brown-Town! We Canadians don’t claim Brampton!
Identity Attack0.015254694
Insult0.015416925
Profanity0.011902207
Threat0.006479179
Severe Toxicity0.0011825562
Low Tox 0.03639866 Moderate Con 0.364
Dec 16, 2025 Inside Canada's Indian Metropolis (Brampton)
Haven’t started the video. Is it about Brampton?
Haven’t started the video. Is it about Brampton?
Identity Attack0.007806548
Insult0.011996903
Profanity0.02119352
Threat0.011146127
Severe Toxicity0.002336502
Low Tox 0.036162965 Moderate Con 0.313
Nov 9, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton otherwise known as Bramladesh
Brampton otherwise known as Bramladesh
Identity Attack0.015355183
Insult0.022706337
Profanity0.02522431
Threat0.008841781
Severe Toxicity0.0034332275
Low Tox 0.03545588 Low Con 0.228 Identity_Assertion
Jan 23, 2026 Inside Canada's Indian Metropolis (Brampton)
As a Canadian, I will not drive to an event in Brampton. The risk of injury due to car crash is astronomically high. It is NOT SAFE.
As a Canadian, I will not drive to an event in Brampton. The risk of injury due to car crash is astronomically high. It is NOT SAFE.
Identity Attack0.010581387
Insult0.012262905
Profanity0.009869732
Threat0.00899713
Severe Toxicity0.0013637543
Low Tox 0.03545588 Moderate Con 0.497 Unverified_Claim
Sep 23, 2025 248 likes Inside Canada's Indian Metropolis (Brampton)
I love brampton
I love brampton
Identity Attack0.006992595
Insult0.01309891
Profanity0.022628209
Threat0.009100696
Severe Toxicity0.0022506714
Low Tox 0.034984488 Moderate Con 0.455
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
"Brampton drivers" - do we put this on the jogger list or is this a new list?
"Brampton drivers" - do we put this on the jogger list or is this a new list?
Identity Attack0.0033298072
Insult0.018452216
Profanity0.0118680475
Threat0.007145886
Severe Toxicity0.0011539459
Low Tox 0.034748793 Moderate Con 0.317 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
All the comments prove, canada deserves and needs more Bramptons and surreys.
All the comments prove, canada deserves and needs more Bramptons and surreys.
Identity Attack0.009915425
Insult0.01640493
Profanity0.011902207
Threat0.008440462
Severe Toxicity0.0018596649
Low Tox 0.034748793 Moderate Con 0.421 Fear_Threat
Oct 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Do brampton next.
Do brampton next.
Identity Attack0.0045692353
Insult0.013630914
Profanity0.014805742
Threat0.010032792
Severe Toxicity0.0017356873
Low Tox 0.034748793 Moderate Con 0.351 Call_To_Action
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Inside Canada's Third World (Brampton)
Inside Canada's Third World (Brampton)
Identity Attack0.018168874
Insult0.014732921
Profanity0.011902207
Threat0.006848133
Severe Toxicity0.0016975403
Low Tox 0.034513097 Low Con 0.209 Identity_Assertion
Feb 2, 2026 Inside Canada's Indian Metropolis (Brampton)
We got Tyler in Brampton before GTA VI 🔥🔥🔥
We got Tyler in Brampton before GTA VI 🔥🔥🔥
Identity Attack0.005364689
Insult0.012224905
Profanity0.023174755
Threat0.009799767
Severe Toxicity0.0026512146
Low Tox 0.034277402 Low Con 0.276 Humor_Satire
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
bro actually came to brampton
bro actually came to brampton
Identity Attack0.008324518
Insult0.013250912
Profanity0.023174755
Threat0.008634649
Severe Toxicity0.0019836426
Low Tox 0.034041706 Moderate Con 0.372 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
The thing is Brampton isn't the only Indian Metropolis in Canada Ontario.
The thing is Brampton isn't the only Indian Metropolis in Canada Ontario.
Identity Attack0.026007013
Insult0.01302291
Profanity0.012277958
Threat0.006440342
Severe Toxicity0.001335144
Low Tox 0.03357032 Moderate Con 0.385
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
yoooooo im in brampton
yoooooo im in brampton
Identity Attack0.008657498
Insult0.011654901
Profanity0.02385794
Threat0.009592636
Severe Toxicity0.0025367737
Low Tox 0.03357032 Moderate Con 0.411 Personal_Narrative
Jan 27, 2026 2 likes 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...
bro i was in brampton waiting for my bus back to my city i could’ve visited you!
bro i was in brampton waiting for my bus back to my city i could’ve visited you!
Identity Attack0.005660672
Insult0.012870909
Profanity0.017162729
Threat0.009540852
Severe Toxicity0.0017642975
Low Tox 0.033334624 Constructive 0.519 Personal_Narrative
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
I’ve been to Brampton and stayed at a bnb it was nice
I’ve been to Brampton and stayed at a bnb it was nice
Identity Attack0.00932346
Insult0.012338906
Profanity0.022423252
Threat0.0086087575
Severe Toxicity0.0019073486
Low Tox 0.033334624 Constructive 0.596 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Watched a Transport Truck back His trailer over a snow bank then get it stuck in a ditch just this morning. An hour later I saw a guy turn left without the advanced light and …
Watched a Transport Truck back His trailer over a snow bank then get it stuck in a ditch just this morning. An hour later I saw a guy turn left without the advanced light and get side swiped by a City Bus. Can you guess where both at-fault Drivers came from? (This isn't even in Brampton, that's just how quick they spread)
Identity Attack0.0025343532
Insult0.013288911
Profanity0.011782649
Threat0.010654188
Severe Toxicity0.0015258789
Low Tox 0.033334624 Constructive 0.58 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Boy I wonder how STEELE ave is doing...Brampton...And 61,Mary Street..😒😒😪😪😪🙏🏼
Boy I wonder how STEELE ave is doing...Brampton...And 61,Mary Street..😒😒😪😪😪🙏🏼
Identity Attack0.002293867
Insult0.0154929245
Profanity0.013063621
Threat0.0071717775
Severe Toxicity0.0014591217
Low Tox 0.033334624 Moderate Con 0.486 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Looks like I’m moving to Brampton Ontario 😎✌️ I will be posting at least 5 videos per day for sure 😅
Looks like I’m moving to Brampton Ontario 😎✌️ I will be posting at least 5 videos per day for sure 😅
Identity Attack0.007214582
Insult0.011882903
Profanity0.01982715
Threat0.010654188
Severe Toxicity0.0026130676
Low Tox 0.03309893 Moderate Con 0.397 Personal_Narrative
Jan 27, 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...
It's not Brampton any more it's now. ..Bramladesh
It's not Brampton any more it's now. ..Bramladesh
Identity Attack0.0066596144
Insult0.014276917
Profanity0.0166845
Threat0.00899713
Severe Toxicity0.0018692017
Low Tox 0.032627538 Low Con 0.233 Identity_Assertion
Jan 27, 2026 1 likes 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.