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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: "It is clear that Carney …" 4 comments
It is clear that Carney and the sycophantic Liberals (emphasis on the first syllable) have to go; PERIOD. Let's stop making excuses for these moronic, stupid incompetent and corrupt individuals and get all the foreign …
It is clear that Carney and the sycophantic Liberals (emphasis on the first syllable) have to go; PERIOD. Let's stop making excuses for these moronic, stupid incompetent and corrupt individuals and get all the foreign interference compromised MPs exposed and charged immediately. Get the priorities straight here.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 22: Cluster #21
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.7418356
Profanity0.26603898
Threat0.022335978
Severe Toxicity0.023076924
Moderate 0.6852916 Low Con 0.182 Insult Call_To_Action
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Literally imported voters. And to compliment carney for reducing the numbers is stupid because theyre still high, and now that theyve brought so many in, bringing in a little less is all performative. And based …
Literally imported voters. And to compliment carney for reducing the numbers is stupid because theyre still high, and now that theyve brought so many in, bringing in a little less is all performative. And based on your view on it, clearly it works. They still have way too many people coming in, who we pay for, who vote for them.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.026609946
Insult0.5332045
Profanity0.21348765
Threat0.008712323
Severe Toxicity0.011367798
Moderate 0.47886392 Moderate Con 0.497 Insult Policy_Critique
Feb 19, 2026 1 likes LILLEY UNLEASHED: The fall of …
It's hard for Carney to soar with the eagles when he's surrounded by turkeys, retreads, incompetents and Liberals clearly in over their depth. Are they not even utilizing all these consultants we're being billed for …
It's hard for Carney to soar with the eagles when he's surrounded by turkeys, retreads, incompetents and Liberals clearly in over their depth. Are they not even utilizing all these consultants we're being billed for ? I'd say put Sean Fraser in, he's got good hair, but he's already botched the immigration file once. You three pundits are right on the money with all your points. In the spirit of cooperation why doesn't Carney just put Michelle into the portfolio ? These Liberals are botching everything they touch. In an ideal world Carney should cross the floor, become the Conservative's lead Trump negotiator and we could dump the rest of the Liberal party in recycling, where the vast majority of them belong....including you Fanjoy
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 22: Cluster #21
Close reading → Discourse → Video sentiment →
Identity Attack0.23239216
Insult0.40243408
Profanity0.051431753
Threat0.009722093
Severe Toxicity0.010299683
Moderate 0.3625127 Constructive 0.546 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Enough of immigration. Mark Carney, if you follow JUSTIN, you will land in bigger trouble. The CAVEAT is clear.
Enough of immigration. Mark Carney, if you follow JUSTIN, you will land in bigger trouble. The CAVEAT is clear.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.006612044
Insult0.015449881
Profanity0.00016659178
Threat0.006759316
Severe Toxicity0.000010053968
Low Tox 0.082586564
Apr 23, 2025

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.