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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

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Active: "bramladesh 😂❤" 60 comments · Page 2 of 3
Bramladesh is the armpit of Canada
Bramladesh is the armpit of Canada
Identity Attack0.026007013
Insult0.02567133
Profanity0.017845914
Threat0.008375733
Severe Toxicity0.002632141
Low Tox 0.06025757 Low Con 0.167 Fear_Threat
Sep 20, 2025 28 likes Inside Canada's Indian Metropolis (Brampton)
Bramladesh 🤣🤣
Bramladesh 🤣🤣
Identity Attack0.025404079
Insult0.033239998
Profanity0.060951006
Threat0.011068452
Severe Toxicity0.005378723
Low Tox 0.059232414 Low Con 0.207
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Theres a reason why people call it 'Bramladesh'
Theres a reason why people call it 'Bramladesh'
Identity Attack0.017766917
Insult0.01767874
Profanity0.025497584
Threat0.008815889
Severe Toxicity0.002746582
Low Tox 0.05280026 Low Con 0.244 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
The sad thing is for years we made jokes about "Bramladesh" thinking that it would somehow just stay somewhat contained. I don't think people realize how fast the demographics can change. By 2040 the entire …
The sad thing is for years we made jokes about "Bramladesh" thinking that it would somehow just stay somewhat contained. I don't think people realize how fast the demographics can change. By 2040 the entire GTA and even beyond will be like Brampton is today. It will be unliveable.
Identity Attack0.0073255757
Insult0.019419061
Profanity0.015488927
Threat0.00780612
Severe Toxicity0.0013828278
Low Tox 0.04760506 Constructive 0.568
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
We call it "Bramladesh" btw
We call it "Bramladesh" btw
Identity Attack0.020178653
Insult0.02618698
Profanity0.030890211
Threat0.009929225
Severe Toxicity0.004463196
Low Tox 0.04711028 Low Con 0.274 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
IT's not called Bramladesh for no reason .
IT's not called Bramladesh for no reason .
Identity Attack0.011987305
Insult0.015872927
Profanity0.020100424
Threat0.007145886
Severe Toxicity0.0016117096
Low Tox 0.045378547 Low Con 0.178
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
There’s a reason many Canadians call it “Bramladesh”
There’s a reason many Canadians call it “Bramladesh”
Identity Attack0.026609946
Insult0.018065477
Profanity0.013678487
Threat0.0065568537
Severe Toxicity0.0015163422
Low Tox 0.044388983 Low Con 0.261 Identity_Assertion
Sep 30, 2025 8 likes Inside Canada's Indian Metropolis (Brampton)
Brampton aka bramladesh
Brampton aka bramladesh
Identity Attack0.022188433
Insult0.025800243
Profanity0.029050145
Threat0.009722093
Severe Toxicity0.0040245056
Low Tox 0.04216247 Low Con 0.198 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
aaaaahhh good ol bramladesh.
aaaaahhh good ol bramladesh.
Identity Attack0.018872296
Insult0.020966014
Profanity0.022286616
Threat0.008375733
Severe Toxicity0.0034713745
Low Tox 0.03639866 Low Con 0.205 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
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)
Bramladesh!!
Bramladesh!!
Identity Attack0.011469335
Insult0.020901557
Profanity0.030639706
Threat0.010680079
Severe Toxicity0.0038146973
Low Tox 0.034277402 Low Con 0.192 Humor_Satire
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Bramladesh!
Bramladesh!
Identity Attack0.01087737
Insult0.0198058
Profanity0.031391226
Threat0.010602405
Severe Toxicity0.0036621094
Low Tox 0.032863233 Low Con 0.21 Humor_Satire
Jan 28, 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...
It's sad that I saw the title in the sidebar and immediately knew this was going to be about my hometown, Bramladesh.
It's sad that I saw the title in the sidebar and immediately knew this was going to be about my hometown, Bramladesh.
Identity Attack0.009619443
Insult0.012110904
Profanity0.017504321
Threat0.0083886795
Severe Toxicity0.0014591217
Low Tox 0.031449065 Moderate Con 0.458
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
In Canada we have two colloquial names for Bramption 1.) Bramladesh and 2.) Browntown (which if you say it fast sounds like you're just saying Brampton anyway)
In Canada we have two colloquial names for Bramption 1.) Bramladesh and 2.) Browntown (which if you say it fast sounds like you're just saying Brampton anyway)
Identity Attack0.009693438
Insult0.015340924
Profanity0.011594773
Threat0.006485652
Severe Toxicity0.0010824203
Low Tox 0.030034892 Moderate Con 0.439 Humor_Satire
Jan 29, 2026 59 likes Inside Canada's Indian Invasion...
Going back to the late 70s my dad used to call it Bramladesh
Going back to the late 70s my dad used to call it Bramladesh
Identity Attack0.010063417
Insult0.011312899
Profanity0.019280603
Threat0.008181547
Severe Toxicity0.0016880035
Low Tox 0.02873857 Moderate Con 0.362 Personal_Narrative
Jan 26, 2026 13 likes Inside Canada's Indian Metropolis (Brampton)
bramladesh 😂❤
bramladesh 😂❤
Identity Attack0.011247349
Insult0.017012933
Profanity0.026044132
Threat0.009256045
Severe Toxicity0.002784729
Low Tox 0.027677942 Low Con 0.189 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
Bramladesh at its finest! 👳🏾‍♂️👳🏿‍♂️
Bramladesh at its finest! 👳🏾‍♂️👳🏿‍♂️
Identity Attack0.0102854045
Insult0.013896915
Profanity0.020100424
Threat0.0084793
Severe Toxicity0.0029754639
Low Tox 0.02638162 Moderate Con 0.379 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
There's a reason we've called it Bramladesh for decades..... As a Canadian thank you for looking into this
There's a reason we've called it Bramladesh for decades..... As a Canadian thank you for looking into this
Identity Attack0.011321344
Insult0.0116169015
Profanity0.011150704
Threat0.0065050707
Severe Toxicity0.0010871887
Low Tox 0.025910228 Constructive 0.559 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
People have been calling it Bramladesh for a loooong time. Lots of great restaurants there.
People have been calling it Bramladesh for a loooong time. Lots of great restaurants there.
Identity Attack0.00725158
Insult0.011578901
Profanity0.01941724
Threat0.0068287146
Severe Toxicity0.0012969971
Low Tox 0.025674535 Moderate Con 0.461 Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Its BRAMLADESH in ONTARIO-JAB In CANADA-STAN
Its BRAMLADESH in ONTARIO-JAB In CANADA-STAN
Identity Attack0.009619443
Insult0.013174911
Profanity0.014669105
Threat0.006925808
Severe Toxicity0.001707077
Low Tox 0.020960633 Low Con 0.183 Humor_Satire
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
BRAMLADESH!
BRAMLADESH!
Identity Attack0.008546505
Insult0.01309891
Profanity0.021945024
Threat0.009204263
Severe Toxicity0.0028419495
Low Tox 0.019351736 Low Con 0.27
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Bramladesh.
Bramladesh.
Identity Attack0.007029593
Insult0.012376905
Profanity0.021056883
Threat0.0084793
Severe Toxicity0.001964569
Low Tox 0.017341165 Low Con 0.204
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Aka Bramladesh.
Aka Bramladesh.
Identity Attack0.0076585566
Insult0.0129089095
Profanity0.019690514
Threat0.0078449575
Severe Toxicity0.0018692017
Low Tox 0.017341165 Low Con 0.18 Humor_Satire
Oct 2, 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.