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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: "This is just common sense…Liberals…no …" 6 comments
Because of hysterical liberals, common sense is their enemy. Reality is also something they shun.
Because of hysterical liberals, common sense is their enemy. Reality is also something they shun.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.14875233
Insult0.37506318
Profanity0.04216301
Threat0.008492245
Severe Toxicity0.0061798096
Moderate 0.3666224 Low Con 0.166 Identity_Assertion
Feb 18, 2026 1 likes LILLEY UNLEASHED: The fall of …
Follow laws or the law should make you leave or else is a free for all like under liberals. We need common sense not liberal nonsense like we have had for 13 years.
Follow laws or the law should make you leave or else is a free for all like under liberals. We need common sense not liberal nonsense like we have had for 13 years.
2.9 million Canadian temporary visas expire in 2025-2026 · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.03894114
Insult0.34032786
Profanity0.034146797
Threat0.006925808
Severe Toxicity0.003967285
Moderate 0.31963667 Moderate Con 0.33 Policy_Critique
Jan 21, 2026 2.9 million Canadian temporary visas …
There is no common sense in the liberal government!!!
There is no common sense in the liberal government!!!
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.046159767
Insult0.14150882
Profanity0.02119352
Threat0.0066668927
Severe Toxicity0.0032615662
Low Tox 0.2359567 Low Con 0.126 Policy_Critique
Feb 18, 2026 LILLEY UNLEASHED: The fall of …
This is just common sense…Liberals…no thanks!
This is just common sense…Liberals…no thanks!
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.052490227
Insult0.06826523
Profanity0.016752819
Threat0.006848133
Severe Toxicity0.002861023
Low Tox 0.15545623 Low Con 0.226 Policy_Critique
Feb 24, 2026 1 likes 'We do know that there's …
Thank you all for speaking common sense . I miss Laurie’s comments but I get it .he is nearly as old as me I think ! Trouble is the voting liberals aren’t watching this . …
Thank you all for speaking common sense . I miss Laurie’s comments but I get it .he is nearly as old as me I think ! Trouble is the voting liberals aren’t watching this . On that note the current liberal party is not really liberal and the old voters don’t realize the Conservative Party is much closer to center than the liberals and the liberal left are smart enough to keep them voting . IF A LIBERAL FROM 1960 SHOWED UP IN 2025 HE'D BE CONSIDERED A CONSERVATIVE IF A LIBERAL FROM 2025 SHOWED UP IN 1960 HE'D BE CONSIDERED A DANGEROUS LUNATIC
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.016159095
Insult0.045007613
Profanity0.017162729
Threat0.0070552654
Severe Toxicity0.0020313263
Low Tox 0.09611836 Constructive 0.682 Comparative_Framing
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Common sense. Liberals just step aside and take your resume with your last pay check for a permanent vacation.
Common sense. Liberals just step aside and take your resume with your last pay check for a permanent vacation.
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.010211408
Insult0.025929155
Profanity0.011594773
Threat0.006602164
Severe Toxicity0.0010919571
Low Tox 0.05354243 Low Con 0.146 Policy_Critique
Feb 24, 2026 3 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.