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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: "I am from Brampton, and …" 1,012 comments · Page 39 of 41
YES finally you came to Canada!! I live near Brampton
YES finally you came to Canada!! I live near Brampton
Identity Attack0.007917541
Insult0.009165886
Profanity0.011628932
Threat0.0066280556
Severe Toxicity0.0011205673
Low Tox 0.01859777 Constructive 0.502 Solidarity
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Tyler was in Brampton omg I missed it ❤ 😂🎉
Tyler was in Brampton omg I missed it ❤ 😂🎉
Identity Attack0.0040512653
Insult0.00983089
Profanity0.017299367
Threat0.00746953
Severe Toxicity0.0013828278
Low Tox 0.01847211 Moderate Con 0.495 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
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)
This used to just be Brampton's reputation, but it is basically every city in every province now
This used to just be Brampton's reputation, but it is basically every city in every province now
Identity Attack0.0054756827
Insult0.010020891
Profanity0.014088398
Threat0.0069905366
Severe Toxicity0.0010061264
Low Tox 0.017969469 Moderate Con 0.349 Fear_Threat
Jan 27, 2026 1,179 likes Inside Canada's Indian Invasion...
It’s not just Brampton! It’s everywhere
It’s not just Brampton! It’s everywhere
Identity Attack0.0035332954
Insult0.009013886
Profanity0.014634945
Threat0.0070552654
Severe Toxicity0.0010871887
Low Tox 0.017969469 Moderate Con 0.315 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I kinda miss Brampton, lived there as a young'in. Right at the beginning of the takeover 🥲
I kinda miss Brampton, lived there as a young'in. Right at the beginning of the takeover 🥲
Identity Attack0.003884775
Insult0.009507888
Profanity0.014771583
Threat0.007586042
Severe Toxicity0.0010681152
Low Tox 0.017718147 Constructive 0.54 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Surrey is like Brampton Jr. Our insurance rates keep going up. I wonder why.
Surrey is like Brampton Jr. Our insurance rates keep going up. I wonder why.
Identity Attack0.0014429165
Insult0.011920903
Profanity0.009903891
Threat0.006136116
Severe Toxicity0.00064849854
Low Tox 0.017592486 Moderate Con 0.458
Jan 27, 2026 Inside Canada's Indian Invasion...
Brampton become New Delhi
Brampton become New Delhi
Identity Attack0.00621564
Insult0.0151129225
Profanity0.015249812
Threat0.008129764
Severe Toxicity0.0015258789
Low Tox 0.017089844 Low Con 0.293 Identity_Assertion
Feb 26, 2026 1 likes Inside Canada's Indian Invasion...
These are not disappeared, go check Surrey, Brampton and Scarborough
These are not disappeared, go check Surrey, Brampton and Scarborough
Identity Attack0.0030708222
Insult0.008576883
Profanity0.01174849
Threat0.007741391
Severe Toxicity0.0008010864
Low Tox 0.016838523 Moderate Con 0.322
Sep 30, 2025 IRCC Names India in Study …
I lived near the border of Brampton. Their behavior and demographics have spread into the neighboring cities, going as far as Milton.
I lived near the border of Brampton. Their behavior and demographics have spread into the neighboring cities, going as far as Milton.
Identity Attack0.004606233
Insult0.010134893
Profanity0.010347961
Threat0.006466233
Severe Toxicity0.0007724762
Low Tox 0.016712861 Constructive 0.54 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Man Brampton used to be so beautiful, all of the farm fields and people, I loved visiting my Nonna and Nonno in the middle of Brampton. You would not pay me to go back right …
Man Brampton used to be so beautiful, all of the farm fields and people, I loved visiting my Nonna and Nonno in the middle of Brampton. You would not pay me to go back right now.
Identity Attack0.00362579
Insult0.009298887
Profanity0.01220964
Threat0.006712203
Severe Toxicity0.00082969666
Low Tox 0.016587202 Constructive 0.642 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
THANK YOU FOR COVERING THIS! I am canadian born 99 in brampton, I have lived in many cities in Ontario but brampton is on a different level
THANK YOU FOR COVERING THIS! I am canadian born 99 in brampton, I have lived in many cities in Ontario but brampton is on a different level
Identity Attack0.0068446035
Insult0.00975489
Profanity0.010621235
Threat0.0061231707
Severe Toxicity0.00081539154
Low Tox 0.01633588 Constructive 0.636 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Ahhhhhh Brampton
Ahhhhhh Brampton
Identity Attack0.0025158543
Insult0.010020891
Profanity0.016172111
Threat0.006686311
Severe Toxicity0.0013446808
Low Tox 0.016210219 Moderate Con 0.435 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Oh yeah, Norf Brampton; Punjabi Deux
Oh yeah, Norf Brampton; Punjabi Deux
Identity Attack0.004125261
Insult0.01309891
Profanity0.014225035
Threat0.0057121427
Severe Toxicity0.0014972687
Low Tox 0.016021729 Low Con 0.283 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
In Brampton
In Brampton
Identity Attack0.0039772694
Insult0.008747884
Profanity0.015488927
Threat0.0074954215
Severe Toxicity0.0012302399
Low Tox 0.015896067 Moderate Con 0.372
Sep 18, 2025 1 likes Why Canadians Are Turning Against …
I wonder if I see Brampton tourism advertisement. "Welcome to Brampton, Canada. Our traditional foods are gol gappe and pani puri."
I wonder if I see Brampton tourism advertisement. "Welcome to Brampton, Canada. Our traditional foods are gol gappe and pani puri."
Identity Attack0.0050317086
Insult0.009640889
Profanity0.0103821205
Threat0.0059548756
Severe Toxicity0.0006914139
Low Tox 0.015644746 Moderate Con 0.415
Nov 5, 2025 Inside Canada's Indian Metropolis (Brampton)
11:33 Thankyou for showing the postive side of Brampton as well! Really appreciate that.
11:33 Thankyou for showing the postive side of Brampton as well! Really appreciate that.
Identity Attack0.0042732526
Insult0.008994885
Profanity0.012995303
Threat0.0074436385
Severe Toxicity0.0010299683
Low Tox 0.015644746 Constructive 0.635 Solidarity
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Insurance companies must love Brampton.
Insurance companies must love Brampton.
Identity Attack0.003348306
Insult0.009678889
Profanity0.011458136
Threat0.0064532873
Severe Toxicity0.00078201294
Low Tox 0.015393426 Low Con 0.182 Humor_Satire
Feb 4, 2026 Inside Canada's Indian Invasion...
Not only Brampton. Every other city too. Look around
Not only Brampton. Every other city too. Look around
Identity Attack0.00310782
Insult0.008747884
Profanity0.011680172
Threat0.0072753434
Severe Toxicity0.00081062317
Low Tox 0.015142105 Low Con 0.255 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
can we gift Brampton to Trump for better trade deal?
can we gift Brampton to Trump for better trade deal?
Identity Attack0.0022846176
Insult0.009355888
Profanity0.010518758
Threat0.0067898775
Severe Toxicity0.00066280365
Low Tox 0.015079274 Low Con 0.245 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
This isn’t just Brampton as a Canadian it’s in every major city
This isn’t just Brampton as a Canadian it’s in every major city
Identity Attack0.0068076057
Insult0.008367881
Profanity0.011389818
Threat0.0061037517
Severe Toxicity0.00076293945
Low Tox 0.014953613 Moderate Con 0.353 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
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)
It's not just Brampton!!
It's not just Brampton!!
Identity Attack0.0023863618
Insult0.009146886
Profanity0.012414595
Threat0.0065568537
Severe Toxicity0.00084400177
Low Tox 0.014765122 Moderate Con 0.377 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
This would be a great promotional video for increasing tourism in Brampton. I want to check it out now.
This would be a great promotional video for increasing tourism in Brampton. I want to check it out now.
Identity Attack0.003884775
Insult0.00808288
Profanity0.01354185
Threat0.007586042
Severe Toxicity0.0010681152
Low Tox 0.014639461 Constructive 0.527 Solidarity
Feb 16, 2026 Inside Canada's Indian Invasion...
I had a guess it'd be Brampton.
I had a guess it'd be Brampton.
Identity Attack0.002885833
Insult0.008633883
Profanity0.012551232
Threat0.007301235
Severe Toxicity0.00093460083
Low Tox 0.014576632 Moderate Con 0.419 Meta_Commentary
Oct 8, 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.