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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: "Yes, the system changed. But …" 3 comments
Einstein once said " Whoever broke the system, Cannot fix the Problem" Big political changes need to be made. Problem is to many Woke Liberals voting in the same Political parties who have no Balls …
Einstein once said " Whoever broke the system, Cannot fix the Problem" Big political changes need to be made. Problem is to many Woke Liberals voting in the same Political parties who have no Balls to change immigration immediately. Yes Women and Metro Sexual Men Im talking about you. Not all but enough to Sway Election.
How Canada broke its immigration system · 69: Cluster #68
Close reading → Video sentiment →
Identity Attack0.12556632
Insult0.29855028
Profanity0.27747265
Threat0.01119791
Severe Toxicity0.017029278
Moderate 0.39644176 Moderate Con 0.448
Aug 31, 2025 How Canada broke its immigration …
I can understand the immigration problem in your country. The problem I have is where people would use immigration as a cover for being racist. If you want to assimilate immigrants in your country, it …
I can understand the immigration problem in your country. The problem I have is where people would use immigration as a cover for being racist. If you want to assimilate immigrants in your country, it would take a while. They will need time and patience. Likely their children will be more assimilated if they were young or born there. A lot of immigrants who are white in your country and your history likely took time for them to assimilate. But their children were likely already assimilated. Also, don’t blame the immigrants for the actions of your government. And yes, your country is changing and it happens all the time when you are nation founded by immigrants. For some of you who think the system isn’t working I get that. But for those who find it a problem when they are not white, just say it.
Inside Canada's Indian Metropolis (Brampton) · 97: Cluster #96
Close reading → Discourse → Video sentiment →
Identity Attack0.28883415
Insult0.083112895
Profanity0.06195303
Threat0.009799767
Severe Toxicity0.008850098
Low Tox 0.2553839 Constructive 0.732 Moral_Argument
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
Yes, the system changed. But why? Who made the decisions?
Yes, the system changed. But why? Who made the decisions?
How Canada broke its immigration system · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.001692652
Insult0.0076268767
Profanity0.0108774295
Threat0.0063497215
Severe Toxicity0.0005555153
Low Tox 0.011058134 Low Con 0.269 Question
Jun 17, 2025 6 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.