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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: "It’s useless to try to …" 2 comments
Just what Canada needs. More useless bureaucracy and costs as the Liberals try to fix the mess they've made. Throw the Carney Bums out.
Just what Canada needs. More useless bureaucracy and costs as the Liberals try to fix the mess they've made. Throw the Carney Bums out.
New rules, regulations take effect across Canada · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.060220852
Insult0.4378843
Profanity0.09260304
Threat0.06755528
Severe Toxicity0.014511578
Moderate 0.4014846 Low Con 0.154 Policy_Critique
Jan 3, 2026 8 likes New rules, regulations take effect …
Well, you Quebec will regret soon, including your economy. These decisions don't work like that. There will be maybe short-term benefits that will turn out against your economy pretty soon. Instead of sit down and …
Well, you Quebec will regret soon, including your economy. These decisions don't work like that. There will be maybe short-term benefits that will turn out against your economy pretty soon. Instead of sit down and see the best way of reducing useless imigrations, you guys are just shutting down plans generically and that will affect economy drastically. Good people, great workers, families that pays their taxes fairly and controbute every day on setvices and as consumers... I don't know man. The government seems to have hurt his legs and is now trying to fix It removing the leg instead of treating It.
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.05976611
Insult0.26957804
Profanity0.036401358
Threat0.008582866
Severe Toxicity0.005645752
Low Tox 0.2854869 Constructive 0.614
Nov 21, 2025 2 likes Quebec Ends Economic Immigration Program …

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.