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: "“Directly” not even in person …" 2 comments
Canada, Australia and UK are all heading in the same direction. Controlled by leftist governments virtue signalling. Existing citizens are being extinguished and they don't even do anything about it? Like lobby government and vote …
Canada, Australia and UK are all heading in the same direction. Controlled by leftist governments virtue signalling. Existing citizens are being extinguished and they don't even do anything about it? Like lobby government and vote appropriately to limit immigration, especially family reunion of old relatives and males that the country will have to look after for decades. Exactly the same thing is happening to all our countries. I personally believe for Australia, Canada and the UK in the next 10 years the Western cultures in these countries are finished if the leftist virtue signalling governments are not removed.
Inside Canada's Indian Metropolis (Brampton) · 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.046159767
Insult0.04969218
Profanity0.01627459
Threat0.009929225
Severe Toxicity0.0031089783
Low Tox 0.11223003 Constructive 0.63 Fear_Threat
Sep 23, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
One person is direct and clear and the other one is using political-speak which is intentionally unclear. If you have the well-being of Canadian citizens as your top priority, why would you not be clear …
One person is direct and clear and the other one is using political-speak which is intentionally unclear. If you have the well-being of Canadian citizens as your top priority, why would you not be clear and direct? Even if being honest is embarrassing or inconvenient, it is the expectation of every Canadian citizen.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.017867407
Insult0.037395194
Profanity0.012175481
Threat0.005974294
Severe Toxicity0.0011587143
Low Tox 0.08795626 Constructive 0.561
Oct 2, 2025 IRCC Names India in Study …

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.