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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: "It is absolutely unacceptable that …" 2 comments
It is absolutely unacceptable that someone being paid over 300 thousand can't answer questions or follow along a basic conversation. Canadians are very sick and tired of the immigration system, paying for people who should …
It is absolutely unacceptable that someone being paid over 300 thousand can't answer questions or follow along a basic conversation. Canadians are very sick and tired of the immigration system, paying for people who should be deported and all money towards Ukraine!! Enough is enough as us taxpayers are tapped out.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.34203702
Profanity0.023379711
Threat0.00967031
Severe Toxicity0.009689331
Moderate 0.36095104 Constructive 0.524 Policy_Critique
Feb 26, 2026 250 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Absolutely unacceptable Irreversible risk
Absolutely unacceptable Irreversible risk
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0040142676
Insult0.019676886
Profanity0.017777596
Threat0.0077802283
Severe Toxicity0.0021076202
Low Tox 0.07054565 Moderate Con 0.327
Sep 21, 2025 1 likes 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.