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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 weak leader! …" 3 comments
Deport them right away. Claiming Asylum/refugee status & our government delaying deportation is just stupid. Theyre going to exploit this because of our weak liberal leaders. Weak.
Deport them right away. Claiming Asylum/refugee status & our government delaying deportation is just stupid. Theyre going to exploit this because of our weak liberal leaders. Weak.
Canadian immigration officers investigating hundreds identified by extortion … · 11: Cluster #10
Close reading → Discourse → Video sentiment →
Identity Attack0.27991617
Insult0.7218519
Profanity0.29209393
Threat0.051067904
Severe Toxicity0.023076924
Toxic 0.71760553 Low Con 0.24 Insult Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
It's a cottage industry in India Pakistan and Nigeria all fraud look what your doing to your country weak incompetent leaders
It's a cottage industry in India Pakistan and Nigeria all fraud look what your doing to your country weak incompetent leaders
IRCC Names India in Study Permit Fraud | … · 44: Cluster #43
Close reading → Video sentiment →
Identity Attack0.50515765
Insult0.5678696
Profanity0.26555094
Threat0.0347677
Severe Toxicity0.16960317
Moderate 0.57271194 Low Con 0.119 Identity Attack Insult
Sep 29, 2025 IRCC Names India in Study …
Weak Leaders
Weak Leaders
Inside Canada's Indian Metropolis (Brampton) · 227: Cluster #226
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.34032786
Profanity0.11354194
Threat0.009877442
Severe Toxicity0.009231567
Moderate 0.3375374 Moderate Con 0.338
Oct 1, 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.