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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: "So how does reverse colonialism …" 4 comments
boy ........... this is reverse colonialism ............. if you allow more immigration ............ you are doomed ............ if you dont ........ you are doomed anyway .......... because some of you are lazy and consume substances
boy ........... this is reverse colonialism ............. if you allow more immigration ............ you are doomed ............ if you dont ........ you are doomed anyway .......... because some of you are lazy and consume substances
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.15945168
Insult0.5678696
Profanity0.114160895
Threat0.011638066
Severe Toxicity0.02258113
Moderate 0.52007306 Low Con 0.166 Insult Fear_Threat
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada, Us, Aus, Nz they were at a time white colonies. But they aren't any more. That's not changing. Trying to reverse engineer multiculturalism is going to be brutal. Which is what many people are …
Canada, Us, Aus, Nz they were at a time white colonies. But they aren't any more. That's not changing. Trying to reverse engineer multiculturalism is going to be brutal. Which is what many people are advocating. One has to wonder about white european migrants who become outraged when non white customs and culture begin to be visible. Its like they are offended by the results of what they themselves created. I get it , the mind frame of now we have developed these countries and technology has improved, now let's dial this down. This is racism making a come back. And I think most of these places began in a purely racist fashion and will try to maintain themselves in a similar way. So long as there is predatory population around. These folks want to benefit of migrants and their labour but then get offended by their presence. I have heard of gulf Arab racism and maybe that's the track these countries are willing to adopt. Who knows but the future appears to be grim unless a way forward of co existing is carved out.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.33352965
Insult0.083359696
Profanity0.05268429
Threat0.013528148
Severe Toxicity0.009422302
Low Tox 0.27236435 Constructive 0.675 Moral_Argument
Feb 22, 2026 1 likes Inside Canada's Indian Invasion...
Reverse colonialism
Reverse colonialism
Inside Canada's Indian Metropolis (Brampton) · 316: Cluster #315
Close reading → Video sentiment →
Identity Attack0.027815815
Insult0.015796926
Profanity0.019895468
Threat0.009126588
Severe Toxicity0.0030517578
Low Tox 0.06381883 Moderate Con 0.378
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
So how does reverse colonialism feel, Europeans?
So how does reverse colonialism feel, Europeans?
Inside Canada's Indian Invasion... · 316: Cluster #315
Close reading → Discourse → Video sentiment →
Identity Attack0.034300596
Insult0.015948927
Profanity0.016001316
Threat0.007353018
Severe Toxicity0.0021362305
Low Tox 0.057748068 Low Con 0.272 Identity_Assertion
Jan 29, 2026 2 likes 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.