Skip to content
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: "Can you run for president …" 2 comments
John tibbits is the worst offender of this. He has publicly insulted the residents and taxpayers of the region in which conestoga college is located, for questioning him on the fraud and problems the international …
John tibbits is the worst offender of this. He has publicly insulted the residents and taxpayers of the region in which conestoga college is located, for questioning him on the fraud and problems the international students he’s brought in have caused or participated in. Even other ontario college presidents have called him out on this and he’s extremely defiant. He needs to be removed from Conestoga college in any acting role and banned from running an educational institution in the future
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.0073625734
Insult0.25602314
Profanity0.018392462
Threat0.013010317
Severe Toxicity0.004825592
Low Tox 0.27525392 Moderate Con 0.481
Oct 1, 2025 IRCC Names India in Study …
Buddy in the orange needs to run for president . BASED AF
Buddy in the orange needs to run for president . BASED AF
Inside Canada's Indian Invasion... · 132: Cluster #131
Close reading → Video sentiment →
Identity Attack0.015254694
Insult0.08434689
Profanity0.034397304
Threat0.008336896
Severe Toxicity0.0041007996
Low Tox 0.18269104 Low Con 0.18
Jan 27, 2026 Inside Canada's Indian Invasion...

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.