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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: "System and officials are compromised. …" 2 comments
What about holding the officials accountable who processed and issued their visas in the first place? How did they get in? There’s no way their paperwork didn’t have any red flags. If there were truly …
What about holding the officials accountable who processed and issued their visas in the first place? How did they get in? There’s no way their paperwork didn’t have any red flags. If there were truly no red flags, that means our system is broken or not competent enough to catch them and protect the safety and security of this nation. Or did we just lower the requirements, skip security checks, and issue the visas anyway? Now we have these criminals walking our streets and terrorizing citizens. How did they get guns? How broken is our system? Logically, something needs to make sense: either we severely compromised our processes and allowed this to happen, or we are seriously incompetent.
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.027413858
Insult0.16053712
Profanity0.024267852
Threat0.010913103
Severe Toxicity0.0044059753
Low Tox 0.20265625 Moderate Con 0.414 Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
System and officials are compromised. All scams and corruptions are fuelling this crimea. Government is doing drama. Nothing will change in Canada.
System and officials are compromised. All scams and corruptions are fuelling this crimea. Government is doing drama. Nothing will change in Canada.
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.046159767
Insult0.14512913
Profanity0.016001316
Threat0.008129764
Severe Toxicity0.0032424927
Low Tox 0.20009702 Low Con 0.123 Policy_Critique
Feb 19, 2026 Canadian immigration officers investigating hundreds …

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.