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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: "Dude, they were setting you …" 3 comments
Dude, they were setting you up to rob you, not traffic you. That's a well known Montreal scam. You got away with both your kidneys so that's good I suppose
Dude, they were setting you up to rob you, not traffic you. That's a well known Montreal scam. You got away with both your kidneys so that's good I suppose
Inside Canada's Indian Invasion... · 89: Cluster #88
Close reading → Discourse → Video sentiment →
Identity Attack0.01565665
Insult0.37506318
Profanity0.10363861
Threat0.027343199
Severe Toxicity0.014317908
Moderate 0.37751234 Moderate Con 0.45 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
dude canada is country of canadians and why are they not deporting indians! as an indian I can say set a limit or atleast take some tests like driving, spoken english and civic sense etc …
dude canada is country of canadians and why are they not deporting indians! as an indian I can say set a limit or atleast take some tests like driving, spoken english and civic sense etc before letting them settle. It is your country do something otherwise this is bad!
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.3758158
Insult0.15982662
Profanity0.02932342
Threat0.0138755
Severe Toxicity0.01159668
Moderate 0.32557452 Moderate Con 0.495 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
Honestly, the only problem I see here…. is Tyler. The dude is constantly “investigating” people of color and exposing their “wrongdoings”. Why aren’t there videos of him exposing white people taking over Bali, Mexico City, …
Honestly, the only problem I see here…. is Tyler. The dude is constantly “investigating” people of color and exposing their “wrongdoings”. Why aren’t there videos of him exposing white people taking over Bali, Mexico City, Costa Rica and the issues it causes for the locals who cant afford their rent anymore? Why not investigate what really happened to our food prices when the tariffs were implemented? Or how corporate profits are at all time highs when the middle class is struggling. Or maybe expose the real data behind the ICE arrests and how 70%+ of those being captured/deported have never committed a crime in the US… His videos re-enforce a narrative that is incredibly toxic and dangerous for the United States and world as a whole. Let me set this straight, immigration isn’t inherently a bad thing, people of color aren’t the only ones that do wrong things, do your own independent research and stop watching this guys videos.
Inside Canada's Indian Invasion... · 56: Cluster #55
Close reading → Discourse → Video sentiment →
Identity Attack0.32184324
Insult0.17486192
Profanity0.035148825
Threat0.009618527
Severe Toxicity0.008964539
Moderate 0.30854854 Constructive 0.681 Policy_Critique
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.