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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: "" They aren't sending their …" 5 comments
enviable? really? then why does Global have to send a Chinese girl downtown to interview immigrants that have been here for 50 yrs, yet still can't speak basic English, not just them, I've seen people …
enviable? really? then why does Global have to send a Chinese girl downtown to interview immigrants that have been here for 50 yrs, yet still can't speak basic English, not just them, I've seen people that claim they've been here for 25, same thing, who also aren't Drs, professionals, you know all the delusions that you are talking about, cause that's the bullshit lie that we needed all these immigrants for skilled jobs, like the lie that all cabbies are really Drs, engineers, ect.... it's a lie, from the start, cause we needed to keep the boomers in the lifestyle they didn't pay for, ie all the debt/deficits since 68 when they started voting
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.38238457
Insult0.46923602
Profanity0.44431314
Threat0.025098583
Severe Toxicity0.07542343
Moderate 0.50789946 Constructive 0.511 Fear_Threat
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
Lowlife people from a lowlife country. Send them home and let them know they aren’t welcome.
Lowlife people from a lowlife country. Send them home and let them know they aren’t welcome.
Inside Canada's Indian Invasion... · 43: Cluster #42
Close reading → Discourse → Video sentiment →
Identity Attack0.50917345
Insult0.41530323
Profanity0.08419759
Threat0.056240413
Severe Toxicity0.024772761
Moderate 0.47173777 Low Con 0.119 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canadian living close to the capital, we do not want this. The liberal government are letting anyone and everyone in without any background checks and they aren’t following up on the visitor/school visa’s …
As a Canadian living close to the capital, we do not want this. The liberal government are letting anyone and everyone in without any background checks and they aren’t following up on the visitor/school visa’s that expire to see if anyone is actually leaving. They don’t even try to adapt or conform to laws, society nor culture. Immigration without assimilation is an invasion. We are tired of this, send them back.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.14019285
Insult0.071116626
Profanity0.013849284
Threat0.009644418
Severe Toxicity0.0052261353
Low Tox 0.1991664 Moderate Con 0.442 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
it should be 50k allowed in only, and we should be sending out 20k a month until those who aren't welcome have actually been booted out
it should be 50k allowed in only, and we should be sending out 20k a month until those who aren't welcome have actually been booted out
New rules, regulations take effect across Canada · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.07177465
Insult0.04207976
Profanity0.022218296
Threat0.079364374
Severe Toxicity0.0064468384
Low Tox 0.19029272 Moderate Con 0.38 Policy_Critique
Jan 3, 2026 New rules, regulations take effect …
" They aren't sending their best. " - DJT
" They aren't sending their best. " - DJT
How Canada broke its immigration system · 84: Cluster #83
Close reading → Discourse → Video sentiment →
Identity Attack0.0027748393
Insult0.019419061
Profanity0.011628932
Threat0.006770459
Severe Toxicity0.0007724762
Low Tox 0.03545588 Low Con 0.152 Humor_Satire
Jun 20, 2025 3 likes How Canada broke its immigration …

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.