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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: "Its been a tragedy for …" 28 comments · Page 2 of 2
A tragedy. My heart goes out to REAL Canadians.
A tragedy. My heart goes out to REAL Canadians.
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.017867407
Insult0.011274899
Profanity0.009289024
Threat0.007029374
Severe Toxicity0.001168251
Low Tox 0.03192045 Constructive 0.502 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
How is it a tragedy, if they studied a competent program, they would have a good career, no matter where.
How is it a tragedy, if they studied a competent program, they would have a good career, no matter where.
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.001572409
Insult0.014960921
Profanity0.010672474
Threat0.005848073
Severe Toxicity0.0005555153
Low Tox 0.029563503 Moderate Con 0.34 Moral_Argument
Nov 20, 2025 3 likes Quebec Ends Economic Immigration Program …
Guess what, people born in Canada are ALSO people and with the job shortages they need the jobs more than people who are able to spend thousands to fly half way around the world. The …
Guess what, people born in Canada are ALSO people and with the job shortages they need the jobs more than people who are able to spend thousands to fly half way around the world. The only "tragedy" will be the people who really NEED the jobs will once again have access to them..
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.008657498
Insult0.013364912
Profanity0.010706633
Threat0.0059095654
Severe Toxicity0.0008249283
Low Tox 0.02685301 Constructive 0.563 Moral_Argument
Nov 21, 2025 9 likes Quebec Ends Economic Immigration Program …

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.