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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: "We need a President like …" 2 comments
U vote the left that's all that's gonna be left Man u guys need a president like trump who has the balls
U vote the left that's all that's gonna be left Man u guys need a president like trump who has the balls
Inside Canada's Indian Invasion... · 23: Cluster #22
Close reading → Video sentiment →
Identity Attack0.06294931
Insult0.40243408
Profanity0.45706853
Threat0.015429466
Severe Toxicity0.02373986
Moderate 0.584095 Low Con 0.249
Jan 27, 2026 Inside Canada's Indian Invasion...
20years ago To be President, Prime Minister or Politician you must finish school but now all you need to become a President is to be criminal to register in a ballot and sheep’s that have …
20years ago To be President, Prime Minister or Politician you must finish school but now all you need to become a President is to be criminal to register in a ballot and sheep’s that have right to vote they vote criminal like Dump!
· 5: Cluster #4
Close reading → Video sentiment →
Identity Attack0.00061691366
Insult0.44421408
Profanity0.013649964
Threat0.00047143226
Severe Toxicity0.000011756357
Moderate 0.5272238
Dec 7, 2025 1 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.