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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: "Who knew it was Brampton …" 17 comments
IM FROM BRAMPTON ONTAIO I CAN SHOW U ALL THE FAKE COLLAGES AND MORE FUCK I WISH I KNEW YOU WERE HERE
IM FROM BRAMPTON ONTAIO I CAN SHOW U ALL THE FAKE COLLAGES AND MORE FUCK I WISH I KNEW YOU WERE HERE
Identity Attack0.1508922
Insult0.43450394
Profanity0.71218073
Threat0.077831104
Severe Toxicity0.44787344
Toxic 0.82048255 Moderate Con 0.348
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As soon as I saw the monkey statue, I knew it was Brampton. Once a beautiful quiet town now devastated by Indians turning it to a sh!thole they escaped from.
As soon as I saw the monkey statue, I knew it was Brampton. Once a beautiful quiet town now devastated by Indians turning it to a sh!thole they escaped from.
Identity Attack0.55011386
Insult0.5270482
Profanity0.5365423
Threat0.033386398
Severe Toxicity0.16960317
Moderate 0.60254884 Moderate Con 0.403 Identity Attack Insult Identity_Assertion
Oct 6, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Omg as soon as i heard brampton, i knew this invasion was the right word. mom bought a place there in 2004 before it was really developed...in the 2010s the indians arrived and the CAR …
Omg as soon as i heard brampton, i knew this invasion was the right word. mom bought a place there in 2004 before it was really developed...in the 2010s the indians arrived and the CAR ACCIDENTS SKYROCKETED! i have no issue with the indians but the wives of the guys that immigrate over here can not drive!
Identity Attack0.458714
Insult0.24928534
Profanity0.0961592
Threat0.019918699
Severe Toxicity0.023076924
Moderate 0.38811707 Constructive 0.594 Personal_Narrative
Feb 28, 2026 Inside Canada's Indian Invasion...
Answers canadians knew even not working for Immigration department......students from India are the largest visa fraudsters.....no wonder our kids can't find even a minimum wage summer job....if they say 40+k non compliant you know that …
Answers canadians knew even not working for Immigration department......students from India are the largest visa fraudsters.....no wonder our kids can't find even a minimum wage summer job....if they say 40+k non compliant you know that the real number is 3 times that over 100K.....as a matter how to find them.....start with Brampton, Ontario.
Identity Attack0.36702603
Insult0.25007802
Profanity0.020783609
Threat0.007948523
Severe Toxicity0.010375977
Moderate 0.32919475 Constructive 0.543 Unverified_Claim
Oct 3, 2025 IRCC Names India in Study …
This is not the Canada we once knew. The idea of Brampton becoming the new India is shameful and the governments should not be allowing it.
This is not the Canada we once knew. The idea of Brampton becoming the new India is shameful and the governments should not be allowing it.
Identity Attack0.24150419
Insult0.26957804
Profanity0.022149978
Threat0.009074804
Severe Toxicity0.007171631
Moderate 0.31825066 Moderate Con 0.337 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
As a Canadian thank you for covering this Tyler. It’s absurd and has ruined our country but especially the GTA and Brampton. I wish I knew you came man 😂❤
As a Canadian thank you for covering this Tyler. It’s absurd and has ruined our country but especially the GTA and Brampton. I wish I knew you came man 😂❤
Identity Attack0.019776696
Insult0.2659317
Profanity0.027820412
Threat0.009048914
Severe Toxicity0.004825592
Low Tox 0.2854699 Constructive 0.593 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Lmao i lived in brampton for a year almost a decade ago now and immidiately knew where talking about
Lmao i lived in brampton for a year almost a decade ago now and immidiately knew where talking about
Identity Attack0.016259583
Insult0.026831545
Profanity0.110447146
Threat0.008194493
Severe Toxicity0.0060272217
Low Tox 0.115658075 Moderate Con 0.413 Personal_Narrative
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Who knew it was Brampton before clicking LMAO
Who knew it was Brampton before clicking LMAO
Identity Attack0.0076585566
Insult0.026315894
Profanity0.072882555
Threat0.009566744
Severe Toxicity0.005683899
Low Tox 0.112850055 Moderate Con 0.341 Humor_Satire
Sep 27, 2025 1,128 likes Inside Canada's Indian Metropolis (Brampton)
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)
I'm from Buffalo and knew this was a Brampton video just based on the title
I'm from Buffalo and knew this was a Brampton video just based on the title
Identity Attack0.014551271
Insult0.013820915
Profanity0.027000591
Threat0.010239923
Severe Toxicity0.002861023
Low Tox 0.043399423 Moderate Con 0.463 Meta_Commentary
Oct 7, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I wish I knew u came to Brampton love your channel Tyler keep up the good.
I wish I knew u came to Brampton love your channel Tyler keep up the good.
Identity Attack0.008176526
Insult0.012186904
Profanity0.023243073
Threat0.010265815
Severe Toxicity0.0025558472
Low Tox 0.030270588 Constructive 0.595 Solidarity
Feb 14, 2026 Inside Canada's Indian Invasion...
I knew it was Brampton bruh
I knew it was Brampton bruh
Identity Attack0.0055866763
Insult0.012452906
Profanity0.020783609
Threat0.0076507707
Severe Toxicity0.0014972687
Low Tox 0.027442247 Moderate Con 0.328 Identity_Assertion
Jan 22, 2026 Inside Canada's Indian Metropolis (Brampton)
I knew it was Brampton as soon as he said he was in Brampton
I knew it was Brampton as soon as he said he was in Brampton
Identity Attack0.0050317086
Insult0.009906891
Profanity0.015728042
Threat0.0072882893
Severe Toxicity0.0011205673
Low Tox 0.02072494 Moderate Con 0.373 Meta_Commentary
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
I knew it would be in Brampton
I knew it would be in Brampton
Identity Attack0.005438685
Insult0.008728883
Profanity0.016752819
Threat0.008712323
Severe Toxicity0.0014972687
Low Tox 0.019728716 Moderate Con 0.364 Identity_Assertion
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I knew it was Brampton
I knew it was Brampton
Identity Attack0.004587734
Insult0.009545889
Profanity0.0166845
Threat0.00746953
Severe Toxicity0.0012159348
Low Tox 0.019351736 Moderate Con 0.376
Sep 18, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
As a Canadian I knew it was Brampton just from the title of the video Edit: when the video was first uploaded it didn't have Brampton in the title.
As a Canadian I knew it was Brampton just from the title of the video Edit: when the video was first uploaded it didn't have Brampton in the title.
Identity Attack0.007917541
Insult0.008709883
Profanity0.013780965
Threat0.0073789097
Severe Toxicity0.001001358
Low Tox 0.01822079 Moderate Con 0.466
Sep 18, 2025 5,006 likes Inside Canada's Indian Metropolis (Brampton)
You just knew it was about Surrey or Brampton...
You just knew it was about Surrey or Brampton...
Identity Attack0.003089321
Insult0.008709883
Profanity0.0117997285
Threat0.00675104
Severe Toxicity0.00076293945
Low Tox 0.014890783 Low Con 0.29 Meta_Commentary
Sep 20, 2025 3 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.