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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: "Sean Fraser and Mark Miller …" 2 comments
Sean Fraser and Mark Miller are the two biggest idiots responsible for the BROKEN immigration. Let's not forget.
Sean Fraser and Mark Miller are the two biggest idiots responsible for the BROKEN immigration. Let's not forget.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.17381613
Insult0.78565484
Profanity0.35346076
Threat0.009903334
Severe Toxicity0.024631912
Toxic 0.7675452 Low Con 0.243 Insult Policy_Critique
Dec 24, 2025 2 likes Deportations From Canada at Their …
SHE NEED TO BE FIRED WITH SEAN FRASER AND MARK MILLER THEY HAVE DESTROYED THE IMMIGRATION AND THEY ARE SO INCOMPETENT
SHE NEED TO BE FIRED WITH SEAN FRASER AND MARK MILLER THEY HAVE DESTROYED THE IMMIGRATION AND THEY ARE SO INCOMPETENT
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.17303948
Insult0.5678696
Profanity0.14842765
Threat0.13616586
Severe Toxicity0.02420936
Moderate 0.5972042 Low Con 0.239 Insult Call_To_Action
Feb 26, 2026 36 likes BATRA’S BURNING QUESTIONS: Canada’s absent …

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.