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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: "Liberals are just absolutely destroying …" 4 comments
As a Canadian, I'm done. They and the liberals have absolutely destroyed any kind of identity we had here. My quality of living has gone almost unimaginably downhill regardless of how much effort I put …
As a Canadian, I'm done. They and the liberals have absolutely destroyed any kind of identity we had here. My quality of living has gone almost unimaginably downhill regardless of how much effort I put into every section of life, everyone's have. We are done. Fuck off Indians, GO HOME and stop accepting any bullshit immigrant here.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.7426507
Insult0.65865606
Profanity0.8089582
Threat0.1329628
Severe Toxicity0.45185554
Toxic 0.8540474 Moderate Con 0.484 Identity Attack Insult Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
It's not just Brampton. It's sll of Canada. Indians are getting handed 99% of 6 figure jobs while being absolutely clueless on how to do those jobs and make zero effort to learn their job …
It's not just Brampton. It's sll of Canada. Indians are getting handed 99% of 6 figure jobs while being absolutely clueless on how to do those jobs and make zero effort to learn their job while everyone suffers for it. The actual Canadian citizens that are more than qualified instead have to work much lower paid jobs they're over qualified for and then get taxed to death to pay for employing these incompetent Indians. The liberals sold out Canada to intentionally collapse the nation. Liberalism is a mind virus that destroys the weak.
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.38185352
Insult0.36798462
Profanity0.055940874
Threat0.012596053
Severe Toxicity0.015802706
Moderate 0.37751234 Moderate Con 0.445 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
With respect, I no longer believe that the Liberals made these detrimental changes out of ignorance. It was absolutely Intentional. It seems very obvious to me now that their plan is to destroy our country …
With respect, I no longer believe that the Liberals made these detrimental changes out of ignorance. It was absolutely Intentional. It seems very obvious to me now that their plan is to destroy our country while enriching themselves.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.09245483
Insult0.344702
Profanity0.028503597
Threat0.011922873
Severe Toxicity0.005760193
Moderate 0.3389984 Moderate Con 0.395 Unverified_Claim
Feb 17, 2026 192 likes LILLEY UNLEASHED: The fall of …
Liberals are just absolutely destroying this country. Alberta separation is a must. My grandchildren do not have a future in this country. We need the conservatives, and we need ice.
Liberals are just absolutely destroying this country. Alberta separation is a must. My grandchildren do not have a future in this country. We need the conservatives, and we need ice.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.19100772
Insult0.20901857
Profanity0.028640235
Threat0.053330876
Severe Toxicity0.009269714
Moderate 0.31963667 Moderate Con 0.379 Fear_Threat
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …

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.