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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: "Same here in Surrey…." 157 comments · Page 7 of 7
Surrey?
Surrey?
Inside Canada's Indian Metropolis (Brampton) · 122: Cluster #121
Close reading → Video sentiment →
Identity Attack0.002293867
Insult0.0075698765
Profanity0.012277958
Threat0.006925808
Severe Toxicity0.0008392334
Low Tox 0.010995304 Moderate Con 0.424
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Same here in Surrey….
Same here in Surrey….
Inside Canada's Indian Metropolis (Brampton) · 122: Cluster #121
Close reading → Discourse → Video sentiment →
Identity Attack0.0041992567
Insult0.0072468747
Profanity0.010928668
Threat0.0067769317
Severe Toxicity0.00077724457
Low Tox 0.010429831 Moderate Con 0.457 Personal_Narrative
Sep 21, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
This and Surrey, BC.
This and Surrey, BC.
Inside Canada's Indian Metropolis (Brampton) · 133: Cluster #132
Close reading → Video sentiment →
Identity Attack0.0025713511
Insult0.0074178753
Profanity0.011560614
Threat0.0067445673
Severe Toxicity0.00088214874
Low Tox 0.009613037 Moderate Con 0.356
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
They are all in Surrey, Abbotsford and Vancouver.
They are all in Surrey, Abbotsford and Vancouver.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.004162259
Insult0.007360875
Profanity0.010501678
Threat0.006537435
Severe Toxicity0.0007534027
Low Tox 0.009613037 Low Con 0.284 Unverified_Claim
Dec 7, 2025 3 likes IRCC Names India in Study …
4 cities with huge demographic changes on the others side of the country. Abbotsford, Surrey, Calgary, and Edmonton.
4 cities with huge demographic changes on the others side of the country. Abbotsford, Surrey, Calgary, and Edmonton.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0027933381
Insult0.00653437
Profanity0.00952814
Threat0.006136116
Severe Toxicity0.00052928925
Low Tox 0.0072254855 Moderate Con 0.488 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Don’t blame USA for the lack of Canadian government responsibilities…last 10 years look at how Canada has had increased crime, drugs, look what’s going on in Surrey BC…..huge drug busts in Okanagan with street guns….so …
Don’t blame USA for the lack of Canadian government responsibilities…last 10 years look at how Canada has had increased crime, drugs, look what’s going on in Surrey BC…..huge drug busts in Okanagan with street guns….so being proactive on safety in the so called “new world” now….is positive…
· 27: Cluster #26
Close reading → Discourse → Video sentiment →
Identity Attack0.00049278134
Insult0.0012809078
Profanity0.00009218832
Threat0.00015802599
Severe Toxicity0.000003631664
Low Tox 0.005380478 Policy_Critique
Dec 9, 2025
Indian ~2.6 million ~7.1% Brampton, Surrey, Toronto, Calgary
Indian ~2.6 million ~7.1% Brampton, Surrey, Toronto, Calgary
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.002830336
Insult0.005807616
Profanity0.009622077
Threat0.006039023
Severe Toxicity0.00044345856
Low Tox 0.004900764 Moderate Con 0.315 Comparative_Framing
Sep 30, 2025 1 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.