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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.

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Active: "These are fraud colleges opened …" 3 comments
The scam was allowed to happen by the liberal-ndp mafia, which created a huge ecosystem of corruption, scams, money-laundering, frauds, and letting in many dishonest people and even criminals to enter the country easily under …
The scam was allowed to happen by the liberal-ndp mafia, which created a huge ecosystem of corruption, scams, money-laundering, frauds, and letting in many dishonest people and even criminals to enter the country easily under the cover of students visa, purchased LMIA'S openly promoted on instagram, entering on tourist visa and converting to LMIA'S with help of corrupt businesses and lawyers, and finally the biggest scam of fake assylum claims. It is a massive corruption racket involving politicians, lawyers, business owners, diploma mill colleges, consultants, and even banks in foreign countries. So Canada is highly corrupt and will only be super corrupt in the future with a lot of dishonest people being let in.
Identity Attack0.055673428
Insult0.3388922
Profanity0.050680235
Threat0.010602405
Severe Toxicity0.008926392
Moderate 0.32074678 Moderate Con 0.384 Unverified_Claim
Sep 29, 2025 IRCC Names India in Study …
These are fraud colleges opened to solicite money inthe name of Canadian university
These are fraud colleges opened to solicite money inthe name of Canadian university
Identity Attack0.14019285
Insult0.2817503
Profanity0.02522431
Threat0.0071199946
Severe Toxicity0.00579834
Moderate 0.3140926 Low Con 0.174 Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl …
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl with IELTS comes to Canada, then calls her husband here. Many of these are nothing more than contract marriages, where once the boy arrives, they go their separate ways. This is blatant abuse of the system and has created a wave of people entering Canada without even basic English skills. IRCC needs to wake up and fix this. Students on study or work visas must not be allowed to bring their spouses. If someone wants to come, let them take an English test themselves and prove they’re qualified. Study permits should only be issued for genuine university students, not random private colleges being used as back doors into the country. On top of that, no work permits should be given while on a study visa. Employers who hire students illegally on cash as cheap labour should face strict penalties, heavy fines, and blacklisting. Until these loopholes are closed, Canada’s immigration system will continue to be exploited and lose credibility. IRCC, this is not immigration — this is fraud facilitated by weak laws.
Identity Attack0.05089863
Insult0.045007613
Profanity0.015147334
Threat0.0071070488
Severe Toxicity0.0025558472
Low Tox 0.1104733 Constructive 0.664 Policy_Critique
Oct 4, 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.