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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: "Canada should fix the border …" 1 comment
Indian's look at Canada as a very easy to fooled country when it comes in immigration policy, all Indian's work together the one in India and the one who lives in Canada, opening a fraud …
Indian's look at Canada as a very easy to fooled country when it comes in immigration policy, all Indian's work together the one in India and the one who lives in Canada, opening a fraud school to sell course acceptance letter to be approved of student visa. They come not to study but to work and then later on apply for PR. Why do you think Indians are over populated in Canada? they flood the food bank and employment that is no longer available for the Canadian born youth. They are everywhere because they are preferable by greedy employer for cheap labour, the reason this people flood the food bank, theyre wages is not liveable in Canada. Canada becomes a joke since Trudeau took over the government, open border for fraudster to come in. Immigration policy will never be fix until the Liberal is kick out from power. I dont think we need more migrant for walmart tim horton, and uber!
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.46028158
Insult0.3486032
Profanity0.07255927
Threat0.010913103
Severe Toxicity0.020515325
Moderate 0.39231625 Constructive 0.653
Sep 29, 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.