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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 wouldn't be surprised if …" 4 comments
Dude you should blur these peoples faces. I'm Canadian and I wouldn't be surprised if the white people making negative comments got in trouble for this, our government is a sick mix of liberal-fascist-communist. They …
Dude you should blur these peoples faces. I'm Canadian and I wouldn't be surprised if the white people making negative comments got in trouble for this, our government is a sick mix of liberal-fascist-communist. They are correct, though, of course.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5108175
Insult0.5208188
Profanity0.12551236
Threat0.043955702
Severe Toxicity0.023076924
Moderate 0.52139956 Constructive 0.556 Identity Attack Insult Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I wouldn't be surprised if the immigration Minister doesn't get fired because Gary sucks at his job and he's still there
I wouldn't be surprised if the immigration Minister doesn't get fired because Gary sucks at his job and he's still there
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 34: Cluster #33
Close reading → Discourse → Video sentiment →
Identity Attack0.07425626
Insult0.48313886
Profanity0.39409557
Threat0.012440704
Severe Toxicity0.023076924
Moderate 0.4850187 Moderate Con 0.413 Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I wouldn't be surprised to find a hum*n tra**ick*ng ring in Brampton
I wouldn't be surprised to find a hum*n tra**ick*ng ring in Brampton
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.06704199
Insult0.3388922
Profanity0.5013569
Threat0.02682521
Severe Toxicity0.027833538
Moderate 0.45761138 Low Con 0.262
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
What a surprise 😮. It’s taken this long to figure it out ? why didn’t you just look around?? Plus look at who is filling the majority of the Canadian government jobs and what community …
What a surprise 😮. It’s taken this long to figure it out ? why didn’t you just look around?? Plus look at who is filling the majority of the Canadian government jobs and what community they belong to. 😮 no no that wouldn’t be possible!! would it!! Maybe you should be doing a better job at supervising the government employees. We all know that the expectations are those of just having a warm body to work in the Government and not ask any questions, all else is secondary.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.003385304
Insult0.017292
Profanity0.011389818
Threat0.005757453
Severe Toxicity0.00079631805
Low Tox 0.030977672 Moderate Con 0.338 Unverified_Claim
Nov 13, 2025 IRCC Names India in Study …

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.