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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: "Real Canadians want zero immigration …" 2 comments
Because Canadian politicians are, like in essentially every country, in bed with the wealth class so they green lit a wildly retarded immigration policy to flood Canada with cheap labour and suppress wages. There was …
Because Canadian politicians are, like in essentially every country, in bed with the wealth class so they green lit a wildly retarded immigration policy to flood Canada with cheap labour and suppress wages. There was never a real labour shortage in all but and extremely limited number of industries in Canada. Indians and Pakistani's make zero effort to integrate even learn basic English. They aren't stupid. They want to overpopulate areas so that they don't even have to bother integrate. Make no mistake, this isn't a Liberal or Conservative issue. Canada's reckless immigration policy is a war being waged by the wealthy on the rest of us.
Inside Canada's Indian Invasion... · 71: Cluster #70
Close reading → Video sentiment →
Identity Attack0.39461556
Insult0.5101222
Profanity0.17803068
Threat0.00967031
Severe Toxicity0.023076924
Moderate 0.46716887 Moderate Con 0.469 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Real Canadians want zero immigration !
Real Canadians want zero immigration !
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.18313584
Insult0.0350029
Profanity0.012551232
Threat0.008103873
Severe Toxicity0.005378723
Low Tox 0.18459146 Low Con 0.201 Identity_Assertion
Feb 16, 2026 Why Canada’s immigration system has …

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.