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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.

Search & Filter

Search comment text, filter by category or toxicity level
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
Active: "This is a leader. Not …" 108 comments · Page 5 of 5
I’ve worked in a khalastian separatists leaders home in Windsor Ontario. They now run the only tunnel bus connecting Windsor to Detroit under their “trucking and logistics” company
I’ve worked in a khalastian separatists leaders home in Windsor Ontario. They now run the only tunnel bus connecting Windsor to Detroit under their “trucking and logistics” company
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.019575719
Insult0.020063626
Profanity0.011970525
Threat0.006492125
Severe Toxicity0.0013446808
Low Tox 0.045131154 Moderate Con 0.437 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
keep voting carney or whoever comes up as the new liberal leader y'all
keep voting carney or whoever comes up as the new liberal leader y'all
Canada’s new rules in 2026 · 5: Cluster #4
Close reading → Video sentiment →
Identity Attack0.0047172266
Insult0.018967867
Profanity0.012995303
Threat0.007741391
Severe Toxicity0.0012207031
Low Tox 0.03969839 Low Con 0.177
Jan 13, 2026 Canada’s new rules in 2026
Will the right people actually step up and do the job? Because right now, all we see are endless debates with zero real solutions. When will Canadians finally realize that these so-called leaders or people …
Will the right people actually step up and do the job? Because right now, all we see are endless debates with zero real solutions. When will Canadians finally realize that these so-called leaders or people in these positions can’t (or won’t) do their jobs properly? They need more pressure, more accountability and if they still can’t deliver, then they should be replaced by Canadians who will get the job done.
IRCC Names India in Study Permit Fraud | … · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.013948337
Insult0.014390918
Profanity0.009733095
Threat0.006925808
Severe Toxicity0.0009441376
Low Tox 0.03109552 Moderate Con 0.396
Oct 1, 2025 1 likes IRCC Names India in Study …
That sikh leaders message was on point and truth.
That sikh leaders message was on point and truth.
Inside Canada's Indian Metropolis (Brampton) · 22: Cluster #21
Close reading → Video sentiment →
Identity Attack0.018168874
Insult0.011692902
Profanity0.015591404
Threat0.008129764
Severe Toxicity0.0019550323
Low Tox 0.030741978 Moderate Con 0.467
Oct 29, 2025 Inside Canada's Indian Metropolis (Brampton)
I usually enjoy listening to Brian Lilley, but I think this one is a hard pass. We voted him out as leader and Premier for a reason!
I usually enjoy listening to Brian Lilley, but I think this one is a hard pass. We voted him out as leader and Premier for a reason!
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.0025158543
Insult0.015568925
Profanity0.01127026
Threat0.00666042
Severe Toxicity0.00076293945
Low Tox 0.026970858 Constructive 0.595 Meta_Commentary
Feb 19, 2026 1 likes LILLEY UNLEASHED: The fall of …
It will help when you vote a much better, stronger leader in, for starters
It will help when you vote a much better, stronger leader in, for starters
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.00362579
Insult0.009355888
Profanity0.012448754
Threat0.0074954215
Severe Toxicity0.0010585785
Low Tox 0.018095128 Moderate Con 0.333 Call_To_Action
Aug 29, 2025 Why Canadians Are Turning Against …
this conservative MP can become a future leader of the party
this conservative MP can become a future leader of the party
IRCC Names India in Study Permit Fraud | … · 23: Cluster #22
Close reading → Video sentiment →
Identity Attack0.0042547537
Insult0.009355888
Profanity0.013131939
Threat0.0074048014
Severe Toxicity0.0009918213
Low Tox 0.015519086 Low Con 0.238
Sep 27, 2025 417 likes IRCC Names India in Study …
Strange how Canada has finally stepped up to order military equipment, military personal, borders in the North and with USA borders putting more man power and technology. Changed and removed provincial boundaries for trade, liberal …
Strange how Canada has finally stepped up to order military equipment, military personal, borders in the North and with USA borders putting more man power and technology. Changed and removed provincial boundaries for trade, liberal party wants to change like the dems in the USA. Leaders should go in and do a good job and not just think about them selves. Maybe Trump has helped in that way even when we don’t want to admit it. Leaders has got away with things for along time.
· 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.00010509171
Insult0.0002843471
Profanity0.00006087333
Threat0.000045825087
Severe Toxicity0.000015931742
Low Tox 0.0006615455 Policy_Critique
Apr 14, 2025 2 likes

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.