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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: "Canadians cant find a doctor …" 2 comments
All big department stores in London , Ont are now staffed by more than 90 percent with only Indians , where are the previous employees ?? are they laid off , it all happened in …
All big department stores in London , Ont are now staffed by more than 90 percent with only Indians , where are the previous employees ?? are they laid off , it all happened in just few years , unbelievable !! why no inquiry about replacing all other hard working Canadians and legal immigrants by new arrivals from only one country ,India and who are those workers , most of them are students , many came with fake documents and many many of them have absolutely no intention to finish their education in Canada but to use these loopholes to get into Canada and never leave , India is one of the most corrupt countries in the world ( look at the origin of most of the scam calls ! ), you can get a PHD degree there with money, ( the most scary part is hiring nurses or doctors with maybe fake degrees ) now corruption and loopholes in our immigration system allowed this influx of cheaters while hundred of thousands of Canadians cant find jobs and honest people from everywhere who try to immigrate through the front door face all the difficulties, this is not racism, it is the truth ...
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.26833034
Insult0.11978693
Profanity0.025360947
Threat0.00866054
Severe Toxicity0.0077438354
Low Tox 0.25462922 Constructive 0.566
Oct 1, 2025 IRCC Names India in Study …
Canadians cant find a doctor but non-citizens and refugees can game the system. Western worlds will topple on their own righteousness. Our generosity has and is being taken advantage of
Canadians cant find a doctor but non-citizens and refugees can game the system. Western worlds will topple on their own righteousness. Our generosity has and is being taken advantage of
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.051580742
Insult0.028281843
Profanity0.011970525
Threat0.0071588317
Severe Toxicity0.0021362305
Low Tox 0.09308127 Moderate Con 0.322 Fear_Threat
Feb 24, 2026 1 likes 'We do know that there's …

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.