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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 will definitely be voting …" 5 comments
They're ALL clueless. They're ALL DEI hires. And the useful idiots will keep on voting them in. Canada is definitely doomed.
They're ALL clueless. They're ALL DEI hires. And the useful idiots will keep on voting them in. Canada is definitely doomed.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.25309357
Insult0.7827088
Profanity0.2980872
Threat0.00967031
Severe Toxicity0.02420936
Toxic 0.76197964 Low Con 0.22 Insult Fear_Threat
Feb 27, 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 …
The answer is... Stop voting Liberals in power! Period. You want change.. then we need to vote change.. we all know the definition of insanity.. think about it.
The answer is... Stop voting Liberals in power! Period. You want change.. then we need to vote change.. we all know the definition of insanity.. think about it.
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.04151922
Insult0.25007802
Profanity0.021603432
Threat0.00789674
Severe Toxicity0.0037384033
Low Tox 0.27525392 Low Con 0.258 Call_To_Action
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Doing the same thing over and over and expecting a different result is the definition of insanity. We have been under Liberal governance for well over 10 years, how is that working out for you? …
Doing the same thing over and over and expecting a different result is the definition of insanity. We have been under Liberal governance for well over 10 years, how is that working out for you? If you are ready for a change, remember to vote with your mind not your emotions, elections have consequences, we have been paying the price for too long.
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.004846719
Insult0.082619295
Profanity0.015318131
Threat0.006246155
Severe Toxicity0.0014781952
Low Tox 0.15103401 Constructive 0.653
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
The definition of madness is doing the same thing multiple times and expecting a different result. Nowhere to rent. No houses under $1mil. Skyrocketing gas and grocery prices. Overall cost of living is skyrocketing. Wages …
The definition of madness is doing the same thing multiple times and expecting a different result. Nowhere to rent. No houses under $1mil. Skyrocketing gas and grocery prices. Overall cost of living is skyrocketing. Wages are painfully low. But we'll keep voting for the same governments that have made the choices that have led to these problems over and over again. Madness.
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.003921773
Insult0.07301756
Profanity0.026863953
Threat0.007340072
Severe Toxicity0.0020694733
Low Tox 0.14950264 Constructive 0.538 Policy_Critique
Sep 9, 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.