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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: "Immigration isn't broken, Canadians that …" 2 comments
Immigration isn't broken, Canadians that elected this government for the last 10 years are not doing their due diligence!
Immigration isn't broken, Canadians that elected this government for the last 10 years are not doing their due diligence!
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.060675595
Insult0.033790905
Profanity0.011423977
Threat0.0065050707
Severe Toxicity0.0019836426
Low Tox 0.11109332 Moderate Con 0.373 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
As a Canadian I think immigration is a good thing, but the liberal government has completely broken that system. The people coming here do not assimilate into Canadian culture and they do not respect this …
As a Canadian I think immigration is a good thing, but the liberal government has completely broken that system. The people coming here do not assimilate into Canadian culture and they do not respect this country. This isn't the Canada I grew up in and it's not the Canada that I want to keep living in. I hope it will be fixed. I love Canada
Inside Canada's Indian Invasion... · 15: Cluster #14
Close reading → Video sentiment →
Identity Attack0.06385879
Insult0.028832749
Profanity0.011133623
Threat0.0067186756
Severe Toxicity0.002231598
Low Tox 0.10045706 Constructive 0.625
Jan 27, 2026 1 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.