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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: "Don’t be fooled. He doesn’t …" 4 comments
Lena Diab proved herself to be a fool months ago and she’s still here. They say carney is stricter with people like this than Trudeau but I highly doubt that. Carney doesn’t give a shit …
Lena Diab proved herself to be a fool months ago and she’s still here. They say carney is stricter with people like this than Trudeau but I highly doubt that. Carney doesn’t give a shit about incompetence and I think Lena is here to stay.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.024600167
Insult0.68668073
Profanity0.44890457
Threat0.009929225
Severe Toxicity0.02444411
Moderate 0.6588125 Moderate Con 0.367 Insult Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
If Carney "doesn't suffer fools gladly" he would have gotten rid of most of his Ministers long ago. He deliberately promotes people far above their abilities simply because HE DOES NOT CARE.
If Carney "doesn't suffer fools gladly" he would have gotten rid of most of his Ministers long ago. He deliberately promotes people far above their abilities simply because HE DOES NOT CARE.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 22: Cluster #21
Close reading → Discourse → Video sentiment →
Identity Attack0.011839314
Insult0.5678696
Profanity0.094542764
Threat0.038220957
Severe Toxicity0.013607788
Moderate 0.4977744 Low Con 0.269 Insult Policy_Critique
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
If Carney doesn't suffer fools lightly - how does Annandasangaree still have a job?
If Carney doesn't suffer fools lightly - how does Annandasangaree still have a job?
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 22: Cluster #21
Close reading → Discourse → Video sentiment →
Identity Attack0.011025362
Insult0.5130944
Profanity0.10549548
Threat0.012492486
Severe Toxicity0.011367798
Moderate 0.45761138 Moderate Con 0.306 Insult Meta_Commentary
Feb 26, 2026 120 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Canadian here. It’s only divisive because it doesn’t go far enough Edit: also don’t be fooled—Trudeau didn’t help but this trend started in the West long before he was in office
Canadian here. It’s only divisive because it doesn’t go far enough Edit: also don’t be fooled—Trudeau didn’t help but this trend started in the West long before he was in office
Canada's tighter immigration policy divides the country • … · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.019977676
Insult0.071433455
Profanity0.021398475
Threat0.006550381
Severe Toxicity0.0020122528
Low Tox 0.14082454 Constructive 0.513 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …

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.