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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: "Liberal Mess continues" 2 comments
Liberal Mess continues
Liberal Mess continues
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.07177465
Insult0.083359696
Profanity0.08193458
Threat0.00948907
Severe Toxicity0.007019043
Low Tox 0.20149297 Low Con 0.22 Policy_Critique
Feb 27, 2026 3 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
We need a few years to catch up with housing, health care, etc. Immigration needs to completely stop to give us time. Concentrate on deportations. If illegal parents have a child in Canada, all 3 …
We need a few years to catch up with housing, health care, etc. Immigration needs to completely stop to give us time. Concentrate on deportations. If illegal parents have a child in Canada, all 3 should go back and revoke that child's Canadian citizenship be cause it was obtained illegally . It's time to be tough and undo all the fkg mess the liberals have caused and continue to cause to what used to be Canada!
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.06669625
Profanity0.024882717
Threat0.009023022
Severe Toxicity0.0045204163
Low Tox 0.1641865 Moderate Con 0.442
Oct 4, 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.