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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: "What a bozo" 3 comments
The best moment for me was when every single person, race, culture, etc all chimed that Brampton drivers are absolutely nuts. lol. The real truth. We're all bozos on the same bus. xD
The best moment for me was when every single person, race, culture, etc all chimed that Brampton drivers are absolutely nuts. lol. The real truth. We're all bozos on the same bus. xD
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.2783691
Insult0.50440645
Profanity0.25824076
Threat0.008841781
Severe Toxicity0.018320406
Moderate 0.45396814 Constructive 0.515 Insult Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
5:00 Does this bozo not know that there are hundreds of millions of Muslim Indians?
5:00 Does this bozo not know that there are hundreds of millions of Muslim Indians?
Inside Canada's Indian Invasion... · 25: Cluster #24
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.40243408
Profanity0.26638454
Threat0.020954676
Severe Toxicity0.023076924
Moderate 0.44933176 Low Con 0.184 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
"Absent and clueless" can be extended to the entirety of Carnival Carney's government and to the bozo-in-chief himself...
"Absent and clueless" can be extended to the entirety of Carnival Carney's government and to the bozo-in-chief himself...
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 46: Cluster #45
Close reading → Discourse → Video sentiment →
Identity Attack0.009989422
Insult0.36365277
Profanity0.050429728
Threat0.0067186756
Severe Toxicity0.0050735474
Moderate 0.3317266 Low Con 0.205 Policy_Critique
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …

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.