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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: "as an indian i definitely …" 28 comments · Page 2 of 2
Too many generalizations in the comments section....they, them, we, all, Indians, students, etc.. Use that energy and go to your MPs and complain and make change. Stop spreading hate and definitely don't go out after …
Too many generalizations in the comments section....they, them, we, all, Indians, students, etc.. Use that energy and go to your MPs and complain and make change. Stop spreading hate and definitely don't go out after watching social media and act out that hate.
Inside Canada's Indian Metropolis (Brampton) · 70: Cluster #69
Close reading → Discourse → Video sentiment →
Identity Attack0.078392304
Insult0.06921569
Profanity0.017026093
Threat0.007961469
Severe Toxicity0.002822876
Low Tox 0.17545098 Constructive 0.628 Call_To_Action
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
So glad you did this video. Dude lowkey they are everywhere in canada now. Its like if you are applying for a job and you see the place as indian people your chances of getting …
So glad you did this video. Dude lowkey they are everywhere in canada now. Its like if you are applying for a job and you see the place as indian people your chances of getting a job is almost no chance because they will only hire their own people. Kinda messed up, and definitely think something needs to be done.... Still winter, wouldnt mind seeing some more ice... if you know what i mean eh.
Inside Canada's Indian Invasion... · 60: Cluster #59
Close reading → Video sentiment →
Identity Attack0.11047905
Insult0.04090862
Profanity0.02522431
Threat0.0074436385
Severe Toxicity0.0041770935
Low Tox 0.14950264 Constructive 0.648
Jan 27, 2026 Inside Canada's Indian Invasion...
Last time I was in Brampton a youth Indian girl and her grandpa jumped into the back seat my car wanting a ride to a store. I felt like i was in some kind of …
Last time I was in Brampton a youth Indian girl and her grandpa jumped into the back seat my car wanting a ride to a store. I felt like i was in some kind of Bollywood movie. 😅 and no I'm definitely not a taxi driver.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.061130337
Insult0.025542418
Profanity0.034146797
Threat0.0091524795
Severe Toxicity0.00333786
Low Tox 0.09872158 Constructive 0.657 Personal_Narrative
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.