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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: "What's wrong with Trump" 3 comments
This your racist/maple maga/ trump lover/ shit will allow foreigners to come and take over our country. It will be game over. if you let common sense be defeated by radical left wing propaganda that …
This your racist/maple maga/ trump lover/ shit will allow foreigners to come and take over our country. It will be game over. if you let common sense be defeated by radical left wing propaganda that is anti right in the sense its everything is a cop out because its maga. While we fight over left and right, These invaders will come in, use our social programs to amass massive amounts of wealth, power and control, and they will insert themselves into government, and convince you rejecting their wants and needs is racist, and wrong. it will tear you down and rip you apart. They are here to take over! Theres a world movement from muslims and Hindus and punjabs all fighting to tear down the colonialism that once conquered them, and the people in power are allowing it because they're DEI!
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.46614665
Insult0.5739874
Profanity0.5013569
Threat0.067232
Severe Toxicity0.17009245
Moderate 0.60311776 Moderate Con 0.425 Insult Fear_Threat
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
There is not a single thing wrong with how Trump is getting rid of illegals. The problem lays with the democrat party that are sicking their dogs on to I.C.E. agents and making a spectacle …
There is not a single thing wrong with how Trump is getting rid of illegals. The problem lays with the democrat party that are sicking their dogs on to I.C.E. agents and making a spectacle on purpose. The msm is playing along with the democrats and doing there best to make it all look like it is Trumps fault. You cannot hate the Liberals and Democrats enough. They hate us.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.3072352
Insult0.37279442
Profanity0.077731855
Threat0.04363242
Severe Toxicity0.015544481
Moderate 0.3811502 Moderate Con 0.41 Fear_Threat
Feb 17, 2026 41 likes LILLEY UNLEASHED: The fall of …
Canada…Canada..stop..stop..visa,immigration & refugees..all frauds with government..be like’s president TRUMPS..he is absolutely right…otherwise ..we will be next USA..unemployment ,inflation…& more crime…wakes up…they peoples gets undeserved benefits from Canada governments..we know everything..how governments authorities..don’t know this all …
Canada…Canada..stop..stop..visa,immigration & refugees..all frauds with government..be like’s president TRUMPS..he is absolutely right…otherwise ..we will be next USA..unemployment ,inflation…& more crime…wakes up…they peoples gets undeserved benefits from Canada governments..we know everything..how governments authorities..don’t know this all scandals..wondering…some thing big way wrong going on government side’s also…go deeply…once again I repeat..refugees status very big scandals kicks them immediately out of Canada..most of them working..unofficial in cash payments received…& government all benefits & finance enjoying…that’s more burden on governments & tax payers in Canada..wakes up..mercy less..immediately..still not too late..otherwise once in futures Canadian citizens will be refugees…we know at least India…consultants & contacts in Canada..sir..wakes up..wakes up.
IRCC Names India in Study Permit Fraud | … · 15: Cluster #14
Close reading → Video sentiment →
Identity Attack0.2127345
Insult0.16817254
Profanity0.02344803
Threat0.010835429
Severe Toxicity0.009651184
Low Tox 0.26859093 Constructive 0.532
Nov 8, 2025 1 likes 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.