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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: "To the good people of …" 352 comments · Page 15 of 15
Good Job Canada. Focus on your citizens, your economy, your culture and uniting your people into one Big Beautiful Canadian Nation!
Good Job Canada. Focus on your citizens, your economy, your culture and uniting your people into one Big Beautiful Canadian Nation!
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.004994711
Insult0.0070473733
Profanity0.009920971
Threat0.006530962
Severe Toxicity0.00078201294
Low Tox 0.009864358 Moderate Con 0.449 Identity_Assertion
Nov 24, 2025 1 likes Quebec Ends Economic Immigration Program …
This is good news Canada established by British people and European people countries we Asian love and respect 🙏 local British people and European people ❤
This is good news Canada established by British people and European people countries we Asian love and respect 🙏 local British people and European people ❤
· 30: Cluster #29
Close reading → Video sentiment →
Identity Attack0.0001273114
Insult0.00012748063
Profanity0.000018757202
Threat0.00002239918
Severe Toxicity0.000002599605
Low Tox 0.00037873845
Apr 14, 2025 3 likes

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.