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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: "If you aid or abet …" 4 comments
The Indians specially the Punjabis have destroyed the integrity of the Canadian Immigration system aided and abetted by Justin Trudeau.
The Indians specially the Punjabis have destroyed the integrity of the Canadian Immigration system aided and abetted by Justin Trudeau.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.50588524
Insult0.28997475
Profanity0.0569429
Threat0.030278467
Severe Toxicity0.023076924
Moderate 0.41690505 Low Con 0.267 Identity Attack Identity_Assertion
Feb 23, 2026 2 likes LILLEY UNLEASHED: The fall of …
If you aid or abet an illegal alien and they kill a United States citizen, you can be penalized up to and including THE DEATH PENALTY. 4more American citizens were killed in Indiana by an …
If you aid or abet an illegal alien and they kill a United States citizen, you can be penalized up to and including THE DEATH PENALTY. 4more American citizens were killed in Indiana by an illegal alien driving a tractor trailer. Public records and investigative reports have linked the driver and the truck to the following individuals and entities: Saipidin Tutashov: Listed as the primary officer of Sam Express Inc. (based in Palatine, Illinois). Investigative reports indicate the network is often referred to as the "Tutash" network. Mirlanbek Murzapazylov: Identified as the primary officer of KG Line Group Inc., another carrier in the same network that reportedly shares vehicle identification numbers (VINs) and equipment with Sam Express. Ruslanbek Olzhebaev: Listed as a registered agent for Sam Express Corp in California. Azamat Kenjebaev: Primary officer for Sangam Transport Inc., which is also allegedly part of the same "chameleon carrier" network.
Inside Canada's Indian Invasion... · 45: Cluster #44
Close reading → Discourse → Video sentiment →
Identity Attack0.3072352
Insult0.16053712
Profanity0.040409464
Threat0.34804323
Severe Toxicity0.023076924
Moderate 0.33338684 Moderate Con 0.469 Unverified_Claim
Feb 7, 2026 Inside Canada's Indian Invasion...
Our own government allowed and aided and abetted this thing.
Our own government allowed and aided and abetted this thing.
Inside Canada's Indian Metropolis (Brampton) · 49: Cluster #48
Close reading → Discourse → Video sentiment →
Identity Attack0.0040512653
Insult0.0114649
Profanity0.012073003
Threat0.0070034824
Severe Toxicity0.0010204315
Low Tox 0.02308189 Low Con 0.133 Policy_Critique
Sep 23, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
What about tougher laws for those aiding and abetting this flow… particularly through First Nations lands. 😊
What about tougher laws for those aiding and abetting this flow… particularly through First Nations lands. 😊
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.005771666
Insult0.008994885
Profanity0.010245483
Threat0.0067898775
Severe Toxicity0.00074386597
Low Tox 0.019477395 Moderate Con 0.325 Call_To_Action
Feb 18, 2026 1 likes LILLEY UNLEASHED: The fall of …

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.