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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: "The government wastes millions on …" 2 comments
The math doesn't lie. How does a country of 1.4 billion geniuses, artists, and innovators offer fewer opportunities than Canada, with just 40 million people? Simple: India's failure is one of governance, not potential. It's …
The math doesn't lie. How does a country of 1.4 billion geniuses, artists, and innovators offer fewer opportunities than Canada, with just 40 million people? Simple: India's failure is one of governance, not potential. It's a pathetic betrayal of its people, forcing its most talented to flee their own vibrant civilization for the comfort of a managed, North American Icebox. What a colossal waste.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2772088
Insult0.4718924
Profanity0.055940874
Threat0.008090926
Severe Toxicity0.01121521
Moderate 0.4269174 Moderate Con 0.36 Comparative_Framing
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
The government wastes millions on Arrive Scam but yet they can make an app for people to easily walk across the border without a hiccup.
The government wastes millions on Arrive Scam but yet they can make an app for people to easily walk across the border without a hiccup.
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.013244915
Insult0.06774519
Profanity0.022149978
Threat0.007301235
Severe Toxicity0.0022792816
Low Tox 0.147767 Low Con 0.194 Policy_Critique
Nov 21, 2025 23 likes Thousands of refugees allowed into …

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.