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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 idea of Canada sticking …" 1 comment
See the issue with multi culturalism is that “like people” tend to stick with “like people”. It’s human nature… for instance, when I go to school or the break room- I sit with my friends. …
See the issue with multi culturalism is that “like people” tend to stick with “like people”. It’s human nature… for instance, when I go to school or the break room- I sit with my friends. I interact with, socialize outside of the current setting - because that’s where we are comfortable. Everyone in life chooses to be comfortable, as it’s better. When we mass immigrate (especially from one country) we can’t be surprised that this happens. Of course Indian people do business, socialize, real estate, etc… with other Indian people. It’s what they are comfortable with. I think mass immigration is an awful idea and a culture that doesn’t encourage assimilation and chooses multi culturalism will find that it’ll no longer be multicultural- as the new dominate culture in Canada will be Punjabi.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.104676254
Insult0.034341812
Profanity0.028776871
Threat0.00746953
Severe Toxicity0.0037765503
Low Tox 0.12260055 Constructive 0.695 Policy_Critique
Oct 3, 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.