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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 Lieberals system is to …" 4 comments
The Lieberals system is to greet anyone no questions asked as long as you remember who to vote for . Pure corruption, all immigration ministers, the Lieberals have put in that portfolio have failed . …
The Lieberals system is to greet anyone no questions asked as long as you remember who to vote for . Pure corruption, all immigration ministers, the Lieberals have put in that portfolio have failed . Then they fail upwards. You are a racist if you question any immigrant . Pure bullshit.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.40255263
Insult0.6798578
Profanity0.70384485
Threat0.011974656
Severe Toxicity0.18538254
Toxic 0.78855824 Low Con 0.249 Insult Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Immigration is fine as long as they’re vetted, have skills the country needs,ie doctors , tradesmen, but letting in everybody and their dog is ridiculous! Why is it that it’s only poopjeets that are being …
Immigration is fine as long as they’re vetted, have skills the country needs,ie doctors , tradesmen, but letting in everybody and their dog is ridiculous! Why is it that it’s only poopjeets that are being brought in to take over. Are there no other countries that have refugees that aren’t fleas on the system? The US have black fatigue, well Canada definitely have Hindu fatigue. I’m getting tired of being a second or third class citizen in my own fucking country. Voting to get the Lieberals out will not work, extreme violence is going to be the only way to remove them or Canada will be gone forever. Once that’s accomplished then the mass deportations can start immediately.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5678696
Profanity0.5013569
Threat0.031314444
Severe Toxicity0.23224801
Moderate 0.60254884 Constructive 0.545 Identity Attack Insult Fear_Threat
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
About bloody time! Deport them all! Canadians might actually get employment if the Lieberals and corporations can't exploit the immigration system anymore to destroy Canadians lives and livelihoods.
About bloody time! Deport them all! Canadians might actually get employment if the Lieberals and corporations can't exploit the immigration system anymore to destroy Canadians lives and livelihoods.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.35948995
Insult0.30326313
Profanity0.0741757
Threat0.2836219
Severe Toxicity0.023076924
Moderate 0.39669925 Moderate Con 0.31 Call_To_Action
Jan 3, 2026 Deportations From Canada at Their …
With the Wizard of OZ and his flying monkeys trying to make Objectivity (1+1=2) Forbidden, then it should be no surprise that the Minister's real incompetence is merely hiding Systemic LIEberals corruption. To err is …
With the Wizard of OZ and his flying monkeys trying to make Objectivity (1+1=2) Forbidden, then it should be no surprise that the Minister's real incompetence is merely hiding Systemic LIEberals corruption. To err is human, but to hide it is LIEberal 🏴‍☠️
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 46: Cluster #45
Close reading → Discourse → Video sentiment →
Identity Attack0.05089863
Insult0.40243408
Profanity0.052183274
Threat0.0074048014
Severe Toxicity0.008659363
Moderate 0.36095104 Low Con 0.12 Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …

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.