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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: "Canada, UK, Australia, NZ & …" 4 comments
Canada, Australia, UK, NZ must stop their Replacement with Foreginers programme, this is disgusting, look after your own people first. It is not racism to speak up, it is not inhumane or lack of empathy …
Canada, Australia, UK, NZ must stop their Replacement with Foreginers programme, this is disgusting, look after your own people first. It is not racism to speak up, it is not inhumane or lack of empathy when you speak up.
Quebec Ends Economic Immigration Program | Your Morning · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.13591312
Insult0.37052566
Profanity0.035649836
Threat0.008582866
Severe Toxicity0.008049011
Moderate 0.3625127 Moderate Con 0.498
Nov 21, 2025 20 likes Quebec Ends Economic Immigration Program …
Canadians themselves are responsible because a good few of them are running illegal education rackets blessed by their respected governments. Why Indians because Indians want to get out their messy country where jobs are scarce, …
Canadians themselves are responsible because a good few of them are running illegal education rackets blessed by their respected governments. Why Indians because Indians want to get out their messy country where jobs are scarce, lawlessness corruption is extreme on top countries like UK Canada Australia and NZ are making billions out of these so-called students. On top they are getting 19-year-old to 30-year educated healthy young ones to work for them for pittance. Your government knows it very well and they should be blamed for the mess. Wait a few years more
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.34974504
Insult0.24928534
Profanity0.051181246
Threat0.0089712385
Severe Toxicity0.012054443
Moderate 0.32128486 Moderate Con 0.482 Policy_Critique
Oct 2, 2025 1 likes IRCC Names India in Study …
Canada, UK, Australia, NZ & Singapore will add a new holiday date to its calendar "cow dung festival"
Canada, UK, Australia, NZ & Singapore will add a new holiday date to its calendar "cow dung festival"
Inside Canada's Indian Invasion... · 363: Cluster #362
Close reading → Discourse → Video sentiment →
Identity Attack0.011617327
Insult0.025800243
Profanity0.018597418
Threat0.007327127
Severe Toxicity0.0018024445
Low Tox 0.06421452 Low Con 0.191 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
India: 1.4 billion people Combined population of USA, UK, Australia, Canada and NZ: 500 million That means you could double the populations of the Anglosphere countries with Indians and still have close to another billion …
India: 1.4 billion people Combined population of USA, UK, Australia, Canada and NZ: 500 million That means you could double the populations of the Anglosphere countries with Indians and still have close to another billion Indians. Or stated another way, you could quadruple the populations of the Anglophone countries with Indians
Inside Canada's Indian Invasion... · 53: Cluster #52
Close reading → Discourse → Video sentiment →
Identity Attack0.038683333
Insult0.011882903
Profanity0.013678487
Threat0.0072882893
Severe Toxicity0.0016212463
Low Tox 0.04290464 Moderate Con 0.318 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...

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.