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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: "Muslims are not able to …" 4 comments
I wonder why these traitors to Canada haven't been dragged out of office and hung from the nearest tree... They did this on purpose with malice and forethought... Read agenda 2030 proudly written by circus …
I wonder why these traitors to Canada haven't been dragged out of office and hung from the nearest tree... They did this on purpose with malice and forethought... Read agenda 2030 proudly written by circus clown carney where he plans to invite a total of 65 million muslims from africa, middle east and the third world making our population 100,000,000. we will be outnumbered by indians from india, middle east, and Africans. The problem with any immigration is when we only take the best and the brightest we are stealing away the future from those nations, when we take in the illeterate we are burden by their tribal backward ideologies, and have to care for these people from cradle to grave as they will never be able to compete in an open job market where every grade three student has a better education than they. We MUST send them all home. ALL OF THEM. Why are we allowing a man who hasn't lived in Canada for over thirty years, a man whos primary residence is in New York state to be leader? He's not truly Canadian, and shouldn't have been allowed to enter public office.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.5130944
Profanity0.1413768
Threat0.49142194
Severe Toxicity0.15443328
Moderate 0.52007306 Moderate Con 0.431 Insult Unverified_Claim
Feb 24, 2026 1 likes LILLEY UNLEASHED: The fall of …
Muslims are not able to compete with the HINDUS. Sorry they are crying muslims anti hindu thats it, stop interviewing muslims. No Hindu voices.
Muslims are not able to compete with the HINDUS. Sorry they are crying muslims anti hindu thats it, stop interviewing muslims. No Hindu voices.
Inside Canada's Indian Metropolis (Brampton) · 25: Cluster #24
Close reading → Discourse → Video sentiment →
Identity Attack0.55803186
Insult0.34203702
Profanity0.098067984
Threat0.013165667
Severe Toxicity0.023692908
Moderate 0.47886392 Low Con 0.225 Identity Attack Identity_Assertion
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
I like how the guy on bike was able to understand how Indians are different from muslims and African and actually are hardworking and law abiding people unlike the muslims and Africans 😊
I like how the guy on bike was able to understand how Indians are different from muslims and African and actually are hardworking and law abiding people unlike the muslims and Africans 😊
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.2679134
Profanity0.08840031
Threat0.009256045
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.576 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
The police aren’t able to uphold the law and persecute violence among Muslims without being investigated against, especially when a husband beats his wife🇨🇦
The police aren’t able to uphold the law and persecute violence among Muslims without being investigated against, especially when a husband beats his wife🇨🇦
Why Canadians Are Turning Against Immigrants. · 20: Cluster #19
Close reading → Video sentiment →
Identity Attack0.37082586
Insult0.07270074
Profanity0.085167445
Threat0.2836219
Severe Toxicity0.015415368
Moderate 0.3286776 Moderate Con 0.38
Aug 25, 2025 2 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.