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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: "Danielle Smith should not be …" 6 comments
Mark Carney needs to start putting his boot on Danielle Smith's neck sore to speak, because if he does not and we lose Canada, we will be gunned down in the streets, just like what …
Mark Carney needs to start putting his boot on Danielle Smith's neck sore to speak, because if he does not and we lose Canada, we will be gunned down in the streets, just like what is happening now. So I hope everyone realizes and remembers that and for any albertan. Watching this and reading these comments, if you want your CPP and AOS in the future, if you decide to back Danielle Smith on this garbage separation, you will never see it. Don't forget the disability. Credit does not go to the people that are on ache. It goes right straight to Danielle Smith. And that's where your CPP noas will go. So if you're close to retirement and a hillbilly, you better have a good nest. Egg saved
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.04667538
Insult0.43450394
Profanity0.09034003
Threat0.10542984
Severe Toxicity0.01573815
Moderate 0.3972142 Constructive 0.583 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Yeah. We want rule of law, and we want Danielle Smith to be tried and convicted and put in prison for treason. That's what albertans want the sane albertans
Yeah. We want rule of law, and we want Danielle Smith to be tried and convicted and put in prison for treason. That's what albertans want the sane albertans
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.016360072
Insult0.061801232
Profanity0.013780965
Threat0.06939816
Severe Toxicity0.004463196
Low Tox 0.16158698 Moderate Con 0.445 Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
Bring ICE to canada!! STOP villifying Danielle Smith. She's right!!
Bring ICE to canada!! STOP villifying Danielle Smith. She's right!!
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 37: Cluster #36
Close reading → Discourse → Video sentiment →
Identity Attack0.012641981
Insult0.031917825
Profanity0.011782649
Threat0.009540852
Severe Toxicity0.0022411346
Low Tox 0.09525062 Moderate Con 0.432 Call_To_Action
Feb 23, 2026 4 likes LILLEY UNLEASHED: The fall of …
RCMP won't even investigate Danielle Smith or peepee.
RCMP won't even investigate Danielle Smith or peepee.
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.001933138
Insult0.028942931
Profanity0.037403382
Threat0.0074306927
Severe Toxicity0.0020980835
Low Tox 0.08479069 Low Con 0.114 Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
As A Canadian I FULLY SUPPORT THIS.... Justin Trudeau and Danielle Smith let in WAAAAY TOOO MANY IMMIGRANTS AT ONCE...
As A Canadian I FULLY SUPPORT THIS.... Justin Trudeau and Danielle Smith let in WAAAAY TOOO MANY IMMIGRANTS AT ONCE...
New rules, regulations take effect across Canada · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.051580742
Insult0.020321451
Profanity0.010552917
Threat0.0069516995
Severe Toxicity0.0020694733
Low Tox 0.08241652 Moderate Con 0.4
Jan 5, 2026 New rules, regulations take effect …
Why isn’t the aiming that message at Doug Ford and Danielle Smith? They control healthcare in their provinces
Why isn’t the aiming that message at Doug Ford and Danielle Smith? They control healthcare in their provinces
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.002552852
Insult0.009108886
Profanity0.009664777
Threat0.0059516393
Severe Toxicity0.0005054474
Low Tox 0.012754552 Low Con 0.294 Policy_Critique
Feb 24, 2026 'We do know that there's …

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.