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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: "Sean Fraser said she was …" 2 comments
I will never forget the interview with Sean Fraser when the reporter showed him the stats on international student abuse. He just looked at the reporter and totally ignored what was just said to him. …
I will never forget the interview with Sean Fraser when the reporter showed him the stats on international student abuse. He just looked at the reporter and totally ignored what was just said to him. I will never forgive Liberals for selling out our country.
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.037394293
Insult0.06774519
Profanity0.014839902
Threat0.009281937
Severe Toxicity0.0025749207
Low Tox 0.15711457 Constructive 0.546 Personal_Narrative
Jun 18, 2025 How Canada broke its immigration …
Sean Fraser said she was the immigration minister for his province!! She is a DEI HIRE!!
Sean Fraser said she was the immigration minister for his province!! She is a DEI HIRE!!
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 34: Cluster #33
Close reading → Discourse → Video sentiment →
Identity Attack0.018872296
Insult0.07365121
Profanity0.02023706
Threat0.0069516995
Severe Toxicity0.003376007
Low Tox 0.15435068 Moderate Con 0.317 Policy_Critique
Feb 27, 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.