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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: "Ohhhh Canada, plus a corrupt …" 1 comment
Ohhhh Canada, plus a corrupt illegal migrant scam that runs deep into the government, 5 million recently unaccounted for in the country illegally. If they were of my genetic home of France I'd be even …
Ohhhh Canada,  plus a corrupt illegal migrant scam that runs deep into the government,  5 million recently unaccounted for in the country illegally. If they were of my  genetic home of France I'd be even more pissed because I could say something without being called a fucking racist. Adding an average if 70'000 to the 1.5 million city we live in 5 YEARS IN A ROW IS SIMPLE FUCKING ECONOMICS. In my neighborhood in 9 months 7 houses have burnt down, the same workers with different shell names come in and built the same 8 plex where a SINGLE HOME STOOD, they ONLY move in people from THEIR home country, they buy up business and ONLY hire people from their country. And THOSE ARE THE ONES WHO COME HERE LEGALLY from the same country that make up 90% the unaccounted 5 million in the education visas scam and other scams. I have evidence of so much, so so much.
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.6120431
Profanity0.5722072
Threat0.0824309
Severe Toxicity0.35368225
Toxic 0.7105462 Constructive 0.61 Identity Attack Insult Unverified_Claim
Aug 10, 2025 How Canada broke its immigration …

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.