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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: "Deport anyone who violate the …" 2 comments
Are you kidding me? This has been going on for too long? Why is our government so slow? Government is a joke! Anyone with any criminal violation should be deported. Save tax payer money.
Are you kidding me? This has been going on for too long? Why is our government so slow? Government is a joke! Anyone with any criminal violation should be deported. Save tax payer money.
Canadian immigration officers investigating hundreds identified by extortion … · 11: Cluster #10
Close reading → Discourse → Video sentiment →
Identity Attack0.01857083
Insult0.25998658
Profanity0.03489832
Threat0.028206514
Severe Toxicity0.006980896
Moderate 0.30502358 Low Con 0.278 Policy_Critique
Feb 19, 2026 Canadian immigration officers investigating hundreds …
Deport anyone who violate the law
Deport anyone who violate the law
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.03827355
Profanity0.036401358
Threat0.12689553
Severe Toxicity0.007247925
Low Tox 0.23667802 Low Con 0.232 Call_To_Action
Dec 26, 2025 1 likes Deportations From Canada at Their …

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.