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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: "Im from Ukraine, and im …" 2 comments
OH IM SURE ITS WAAAYYYYY MORE THAN THAT!!! THE SCUMBAG CRIMINAL TRUDEAU BOUGHT IN PEOPLE FROM AFGANISTAN, UKRAINE, ETC DURING WARS WITH NO INFORMATION!!! AS FAR AS INDIA, WE HAVE 2 MILLION MUSLIMS IN CANADA …
OH IM SURE ITS WAAAYYYYY MORE THAN THAT!!! THE SCUMBAG CRIMINAL TRUDEAU BOUGHT IN PEOPLE FROM AFGANISTAN, UKRAINE, ETC DURING WARS WITH NO INFORMATION!!! AS FAR AS INDIA, WE HAVE 2 MILLION MUSLIMS IN CANADA THAT WE DID NOT PUT THROUGH THE PROPER CHANNELS IM SURE. BUT NOT TO WORRY THE GIA IS GOING TO ROUND YOU ALL UP AND SEND YOU HOME...THEY WILL HAVE NO WHERE TO HIDE VERY SOON!!
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.37507164
Insult0.58196646
Profanity0.24818924
Threat0.04524883
Severe Toxicity0.026936848
Moderate 0.57271194 Moderate Con 0.371 Insult
Oct 12, 2025 IRCC Names India in Study …
these 'new canadians' refuse to assimilate and accept traditional canadian culture and values. anyone is free to practice their religion and practice and celebrate its cultural ancestry. canadians dont want anyone to forget or abandon …
these 'new canadians' refuse to assimilate and accept traditional canadian culture and values. anyone is free to practice their religion and practice and celebrate its cultural ancestry. canadians dont want anyone to forget or abandon its culture. my roots come from ukraine and poland. but im canadian. i work with many ukrainians that fled the war, they're labelled as 'displaced peoples (funny because theyre chritian and white), recieve no federal assistance some have even gone back to ukraine! meanwhile (conveniently 'non white' other religion) new canadians receive extensive federal assistance
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.25309357
Insult0.083359696
Profanity0.024131214
Threat0.008867673
Severe Toxicity0.006828308
Low Tox 0.23523538 Constructive 0.649 Identity_Assertion
Dec 20, 2025 1 likes Why Canadians Are Turning Against …

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.