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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 polish guy has assimilated …" 3 comments
Way, Way, Way Better than Muslims. Once they have Numbers they Dominate and then Kill you. 1400 Years of Islamic History Proves this Out. Hindu,, Sikh are hard working people & Peaceful. They do need …
Way, Way, Way Better than Muslims. Once they have Numbers they Dominate and then Kill you. 1400 Years of Islamic History Proves this Out. Hindu,, Sikh are hard working people & Peaceful. They do need to assimilate to Countries they go to and learn the language. Also the Polish guy was right about them being Dirty. They need to do much better on that issue. If you have been the India it is VERT DIRTY. The Hindu & Sikh people know about the Muslims. We Westerns need to learn it also before it's to Late.
Inside Canada's Indian Metropolis (Brampton) · 25: Cluster #24
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.4810288
Profanity0.28708664
Threat0.44605255
Severe Toxicity0.35368225
Moderate 0.52007306 Constructive 0.675 Identity Attack Fear_Threat
Oct 31, 2025 Inside Canada's Indian Metropolis (Brampton)
That polish guy saying Indians walk naked inside their houses, while walking naked on the streets. And people saying Indians don’t assimilate, when do white people assimilate with others. And if people don’t keep their …
That polish guy saying Indians walk naked inside their houses, while walking naked on the streets. And people saying Indians don’t assimilate, when do white people assimilate with others. And if people don’t keep their neighborhood clean and work only on clash, then it’s the system’s fault and pole hole that is letting them exploit it, fix the system. And why the heck the Gov letting immigrants in if it’s doing no good to the country. Simply because left a gov that will put a stop to immigration.
Inside Canada's Indian Metropolis (Brampton) · 210: Cluster #209
Close reading → Video sentiment →
Identity Attack0.40158966
Insult0.35161978
Profanity0.3351773
Threat0.029587816
Severe Toxicity0.023317307
Moderate 0.40614098 Constructive 0.517
Sep 22, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The polish guy has assimilated quite well - he now looks down upon (other) immigrants , probably just like his parents treated the jews back in poland.
The polish guy has assimilated quite well - he now looks down upon (other) immigrants , probably just like his parents treated the jews back in poland.
Inside Canada's Indian Metropolis (Brampton) · 82: Cluster #81
Close reading → Discourse → Video sentiment →
Identity Attack0.29798782
Insult0.0777699
Profanity0.0741757
Threat0.009825659
Severe Toxicity0.009841919
Low Tox 0.2553839 Moderate Con 0.444 Humor_Satire
Sep 19, 2025 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.