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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: "the "tough pill to swallow" …" 4 comments
0:29 “tough pill to swallow” the irony of white people complaining about indian people invading their land is not lost on me 😂
0:29 “tough pill to swallow” the irony of white people complaining about indian people invading their land is not lost on me 😂
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5051609
Insult0.26957804
Profanity0.21997347
Threat0.063352615
Severe Toxicity0.02402156
Moderate 0.46716887 Low Con 0.251 Identity Attack Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
WHAT A STRANGE LADY TO SAY IT'S A TOUGH PILL TO SWALLOW TO BE A MINORITY HOW WOULD THE MINORITIES FEEL IT'S REALLY WEIRD SUCH A WEIRD PERSON AND MAYBE SHE FORGETS THAT HER BRITISH …
WHAT A STRANGE LADY TO SAY IT'S A TOUGH PILL TO SWALLOW TO BE A MINORITY HOW WOULD THE MINORITIES FEEL IT'S REALLY WEIRD SUCH A WEIRD PERSON AND MAYBE SHE FORGETS THAT HER BRITISH PEOPLE COLONIZE THOSE COUNTRIES AND TORE THEM APART AND STOLE 50 TRILLION AND GOLD SO THAT'S WHY THEY'RE ALL OVER THE WORLD
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2823795
Insult0.40243408
Profanity0.17334256
Threat0.016120117
Severe Toxicity0.024350211
Moderate 0.4645176 Moderate Con 0.399 Moral_Argument
Oct 1, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
"Were now a minority, it's a tough pill to swallow" lmaaaooo, how horrible for you
"Were now a minority, it's a tough pill to swallow" lmaaaooo, how horrible for you
Inside Canada's Indian Metropolis (Brampton) · 291: Cluster #290
Close reading → Video sentiment →
Identity Attack0.029402243
Insult0.26957804
Profanity0.22429734
Threat0.030969119
Severe Toxicity0.021548226
Moderate 0.40060925 Moderate Con 0.404
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
the "tough pill to swallow" 0:26 .. is that you've always been an immigrant on this land ..doesnt matter your descent
the "tough pill to swallow" 0:26 .. is that you've always been an immigrant on this land ..doesnt matter your descent
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3817989
Insult0.24561718
Profanity0.07449899
Threat0.010680079
Severe Toxicity0.017997624
Moderate 0.37751234 Moderate Con 0.469 Moral_Argument
Oct 8, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)

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.