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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: "Trudeau wrecked it for sure." 2 comments
Carney makes sure he puts the dumbest people on immigration. Because he knows the dumbest people support the Liberal Party. So it doesn't matter how bad they break everything. They're gonna get still gonna get …
Carney makes sure he puts the dumbest people on immigration. Because he knows the dumbest people support the Liberal Party. So it doesn't matter how bad they break everything. They're gonna get still gonna get supported. Because for some reason, people think Carney is king and walks on water and was the first man on the moon and everything else he takes credit for that. He didn't do. He left nothing but chaos in his wake anywhere. He's been just asked the slaves in the Amazon rainforest. What they thought of him in Brookfield, management asked the United Kingdom what they thought about his stint there and now he's in Canada. He wrecked things for 5 years as Trudeau's advisor and now he's the big shot, loser, screwing Canada even worse. I'm willing to bet if anyone actually cared enough to follow the money. I think canadian taxpayers are paying for not only his trips around to these other countries for deals, but I think were accommodating Brookfield management as well!
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.13377325
Insult0.6677319
Profanity0.2347036
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.60311776 Moderate Con 0.488 Insult Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Trudeau wrecked it for sure.
Trudeau wrecked it for sure.
How Canada broke its immigration system · 23: Cluster #22
Close reading → Discourse → Video sentiment →
Identity Attack0.006511623
Insult0.0808917
Profanity0.028503597
Threat0.013372798
Severe Toxicity0.0031471252
Low Tox 0.16765249 Low Con 0.174 Policy_Critique
Jun 16, 2025 219 likes How Canada broke its immigration …

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.