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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: "it should be 50k allowed …" 2 comments
new immigrants should only be allowed to work in construction building houses. thats it. immigrants should NOT be allowed to work in IT or any white collar jobs. immigrants should NOT be allowed to buy …
new immigrants should only be allowed to work in construction building houses. thats it. immigrants should NOT be allowed to work in IT or any white collar jobs. immigrants should NOT be allowed to buy houses unless they build the house themselves by their own hands. immigrants should be increasing the housing supply, not decreasing it. immigrants should be required to build at least 1 house during their first year in canada, or be deported. only immigrants who have some experience working in construction can be allowed in. we should only accept young immigrants under 32, because only young people will assimilate. for those over 32 years old, must be rejected because they are too old and wont assimilate. immigrants should not be allowed into universities, theres no space and tuition is too high. only canada born canadians can attend universities. immigrants must also have a minimum net worth of $50K. their total assets of stocks, crypto, house, car, etc., must be at least $50K or deport. we dont need anymore poor immigrants!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.3043136
Insult0.08582769
Profanity0.025087673
Threat0.012130005
Severe Toxicity0.011062622
Low Tox 0.2763787 Moderate Con 0.382
Aug 29, 2025 2 likes Why Canadians Are Turning Against …
it should be 50k allowed in only, and we should be sending out 20k a month until those who aren't welcome have actually been booted out
it should be 50k allowed in only, and we should be sending out 20k a month until those who aren't welcome have actually been booted out
New rules, regulations take effect across Canada · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.07177465
Insult0.04207976
Profanity0.022218296
Threat0.079364374
Severe Toxicity0.0064468384
Low Tox 0.19029272 Moderate Con 0.38 Policy_Critique
Jan 3, 2026 New rules, regulations take effect …

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.