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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: "I can confidently says that …" 2 comments
This video is clearly biased. The individuals making disparaging remarks about Indians do not represent the broader community — every society has both good and bad people. What the video fails to recognize is that …
This video is clearly biased. The individuals making disparaging remarks about Indians do not represent the broader community — every society has both good and bad people. What the video fails to recognize is that Indians are among the hardest-working and most enterprising contributors to Brampton’s economy. Content like this unfairly damages the reputation of our city. As a proud Brampton resident, I can confidently say that Brampton stands out as a welcoming and supportive place for immigrants, students, skilled workers, business owners, and seniors alike.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.11860296
Insult0.08030447
Profanity0.032643758
Threat0.010058682
Severe Toxicity0.00541687
Low Tox 0.19893374 Constructive 0.742
Nov 27, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I can confidently says that its not a race problem. Its the country where they from. I live in a multi racial country where indian are one of the 3 major races. They seem to …
I can confidently says that its not a race problem. Its the country where they from. I live in a multi racial country where indian are one of the 3 major races. They seem to behave differently, in a very good way, from their mainland siblings.
Inside Canada's Indian Invasion... · 25: Cluster #24
Close reading → Discourse → Video sentiment →
Identity Attack0.17614605
Insult0.028061481
Profanity0.037904397
Threat0.0078449575
Severe Toxicity0.005340576
Low Tox 0.15490346 Constructive 0.73 Comparative_Framing
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.