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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: "IRCC-Immigration must employ an original …" 1 comment
IRCC-Immigration must employ an original white Canadian born and not immigrants to eliminate Mafia-Fraud in the system. These children of immigrants like Aizha are part of the Mafia who are favouring and selective thata why …
IRCC-Immigration must employ an original white Canadian born and not immigrants to eliminate Mafia-Fraud in the system. These children of immigrants like Aizha are part of the Mafia who are favouring and selective thata why Canada are flooded with illegal and fraud. They are connected with businessmen-politicians in House of Commons who are favouring their original country of nationalities. Immigration-IRCC must regulate the number of entries per nationality to Canada so that it will not be dominated by particular color and religion of nationalities whi wanted to change Canada's government, religion, culture and impose that they wanted to be according to their comfort. The first nation and white Canadian for fought and died with their own blood for many years to built a beautiful qnd peace country of Canada are noe neglected and these Mafia Immigrants are gradually dominating to govern the country by crimes abs illegal acts
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.31307843
Insult0.18355975
Profanity0.025634222
Threat0.011042561
Severe Toxicity0.01083374
Moderate 0.30319387 Moderate Con 0.451 Unverified_Claim
Sep 28, 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.