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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: "As a Canadian, the enemy’s …" 6 comments
How is it that you only see white people homeless . Never see a brown person,or Chinese person on the streets homeless. Canada government look after your own Canadians first . Stop letting our enemy …
How is it that you only see white people homeless . Never see a brown person,or Chinese person on the streets homeless. Canada government look after your own Canadians first . Stop letting our enemy nations into our Canada. They don't like western ways or white people.they didn't do there research . Stupid Humans.😊
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.7657292
Profanity0.29209393
Threat0.011974656
Severe Toxicity0.05742428
Toxic 0.7761081 Moderate Con 0.377 Identity Attack Insult Unverified_Claim
Oct 30, 2025 Why Canadians Are Turning Against …
I have no sympathy for any so-called Canadian that has any entanglements while visiting our enemy Canadian maybe patriotic definitely not. USA is embargoed if you're not part of the solution you are the f****** …
I have no sympathy for any so-called Canadian that has any entanglements while visiting our enemy Canadian maybe patriotic definitely not. USA is embargoed if you're not part of the solution you are the f****** problem that's why no sympathy given
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.007260351
Insult0.28264704
Profanity0.4551123
Threat0.00082029623
Severe Toxicity0.00004947815
Toxic 0.7524256
Dec 23, 2025 1 likes
Legal students being blamed Canadians being called racist The real enemies lurking out there 😢
Legal students being blamed Canadians being called racist The real enemies lurking out there 😢
IRCC Names India in Study Permit Fraud | … · 41: Cluster #40
Close reading → Video sentiment →
Identity Attack0.35948995
Insult0.24561718
Profanity0.01887069
Threat0.008401625
Severe Toxicity0.009231567
Moderate 0.33338684 Moderate Con 0.312
Oct 25, 2025 IRCC Names India in Study …
Canada and Canadians first stop are enemies and send them packing now com on prime minister
Canada and Canadians first stop are enemies and send them packing now com on prime minister
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.06522302
Insult0.05144889
Profanity0.015249812
Threat0.061736204
Severe Toxicity0.0050735474
Low Tox 0.16043124 Low Con 0.161 Call_To_Action
Sep 4, 2025 1 likes Why Canadians Are Turning Against …
As Canadians we must mobilize . our enemy has many faces, the 1st face of our enemy is known as democracy especially our democracy in Canada, if we remove the people in power we can …
As Canadians we must mobilize . our enemy has many faces, the 1st face of our enemy is known as democracy especially our democracy in Canada, if we remove the people in power we can then fight our 2nd enemy called law enforcement then those of us who are lucky to still be alive can then fight the 3rd face called immigration. This isnt easy and many of us will die but we must do things for the greater good and this war will be long. As European descendants we must always remember the fact that our forefathers never left home soil voluntarily they were kicked out and sent here as so called criminals. They built the country to what it was up until the 1980s then the soft Canadians who only survived thanks to the strong and brave decided wokeness needed to happen and thus here we are today
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.04512853
Insult0.0350029
Profanity0.015386449
Threat0.020782012
Severe Toxicity0.0030899048
Low Tox 0.1104733 Constructive 0.612 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
More data getting canadians lost in details of expression. canada immigration issue is because we sold out nation to the enemy over 2 decades ago.
More data getting canadians lost in details of expression. canada immigration issue is because we sold out nation to the enemy over 2 decades ago.
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.055218685
Insult0.028061481
Profanity0.010928668
Threat0.00789674
Severe Toxicity0.001964569
Low Tox 0.104795754 Moderate Con 0.357 Unverified_Claim
Jun 20, 2025 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.