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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: "Tell us how many millions …" 2 comments
YOU ARE ASKING "HOW SYSTEM IS WORKING" SO LET ME TELL YOU: THERE IS NO SYSTEM. WE NEVER HAD A SYSTEM TO START WITH. WE HAVE NO IDEA WHAT WE ARE DOING. THESE PEOPLE WHO …
YOU ARE ASKING "HOW SYSTEM IS WORKING" SO LET ME TELL YOU: THERE IS NO SYSTEM. WE NEVER HAD A SYSTEM TO START WITH. WE HAVE NO IDEA WHAT WE ARE DOING. THESE PEOPLE WHO ARE MANAGING THE IMMIGRATION SYSTEM HAS NO IDEA WHATSOEVER. USELESS PEOPLE. YOU ARE SAYING 78 MILLIONS BUT I ASK HOW MANY THESE USELESS IMMIGRATION EMPLOYEES ARE COSTING US??????????/ MAYBE BILLIONS(((((((((((((((((((((((((((((((((((((((((((( MY THANKS GOES TO MR. TRUDEAU & NOW TO MR. CARNEY WHO DESTROYED THIS COUNTRY & TOOK US BACKWARDS LIKE 50 YEARS BACK((((((((((((((((((((((((((((((((((((((((((((((((((((((((((((
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.5145894
Profanity0.12551236
Threat0.018019408
Severe Toxicity0.023076924
Moderate 0.4977744 Moderate Con 0.301 Insult Policy_Critique
Dec 28, 2025 Deportations From Canada at Their …
Tell us how many millions were spent to bring all the engimineers to our shores.
Tell us how many millions were spent to bring all the engimineers to our shores.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.0030708222
Insult0.011882903
Profanity0.011082385
Threat0.007573096
Severe Toxicity0.0009393692
Low Tox 0.025203144 Low Con 0.221 Question
Dec 25, 2025 Deportations From Canada at Their …

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.