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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: "Our tax dollars wasted on …" 3 comments
Our tax dollars wasted on law abiding gun owners instead of criminals...what a joke the liberal Government is
Our tax dollars wasted on law abiding gun owners instead of criminals...what a joke the liberal Government is
Canadian immigration officers investigating hundreds identified by extortion … · 38: Cluster #37
Close reading → Discourse → Video sentiment →
Identity Attack0.05089863
Insult0.35161978
Profanity0.028230323
Threat0.008867673
Severe Toxicity0.005836487
Moderate 0.33255672 Low Con 0.211 Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Why to bring them waste our tax dollars and struggling to send them back, and most of them land in illegal status. They hide in cash jobs. Creating a mess. Why can't they do right …
Why to bring them waste our tax dollars and struggling to send them back, and most of them land in illegal status. They hide in cash jobs. Creating a mess. Why can't they do right thing at the first time.
2.9 million Canadian temporary visas expire in 2025-2026 · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.054763943
Insult0.06669625
Profanity0.015044857
Threat0.008789998
Severe Toxicity0.0035476685
Low Tox 0.1587729 Moderate Con 0.491
Jan 16, 2026 2.9 million Canadian temporary visas …
Doesn't deportation fix this tax dollars being wasted here is see . No more .
Doesn't deportation fix this tax dollars being wasted here is see . No more .
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.023193322
Insult0.021481665
Profanity0.011663092
Threat0.008427517
Severe Toxicity0.0019168854
Low Tox 0.09438288 Low Con 0.289 Policy_Critique
Oct 8, 2025 1 likes IRCC Names India in Study …

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.