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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: "And that, gentlemen, is what …" 6 comments
Time stamp: 2:25-2:29 you two gentlemen and myself "men of no color" are the minority. Buddy white IS a COLOR. Why do y'all continue saying that?. As IF white isn't a color. You should just …
Time stamp: 2:25-2:29 you two gentlemen and myself "men of no color" are the minority. Buddy white IS a COLOR. Why do y'all continue saying that?. As IF white isn't a color. You should just have said us White people are the minority in our own country. 😂😂😂
Inside Canada's Indian Metropolis (Brampton) · 30: Cluster #29
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.23237456
Profanity0.097129054
Threat0.011741633
Severe Toxicity0.02296847
Moderate 0.41168427 Moderate Con 0.483 Meta_Commentary
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
What is this? A "White Privilege Circus?" Could SOME of U ladies and gentlemen PLEASE learn how NOT to interrupt each other whilst speaking?
What is this? A "White Privilege Circus?" Could SOME of U ladies and gentlemen PLEASE learn how NOT to interrupt each other whilst speaking?
IRCC Names India in Study Permit Fraud | … · 30: Cluster #29
Close reading → Video sentiment →
Identity Attack0.31307843
Insult0.15627414
Profanity0.036401358
Threat0.009359611
Severe Toxicity0.009231567
Moderate 0.32289913 Low Con 0.283
Sep 29, 2025 IRCC Names India in Study …
And that, gentlemen, is what has ruined this country.
And that, gentlemen, is what has ruined this country.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 40: Cluster #39
Close reading → Discourse → Video sentiment →
Identity Attack0.014350293
Insult0.06407392
Profanity0.015318131
Threat0.010654188
Severe Toxicity0.0030326843
Low Tox 0.18364124 Low Con 0.298 Identity_Assertion
Feb 17, 2026 8 likes LILLEY UNLEASHED: The fall of …
Humans, like any other animals, have survival instincts. Seeing a threat, would make me scared of all related things as a threat. Our prejudices develop and little few percentage in any community can make us …
Humans, like any other animals, have survival instincts. Seeing a threat, would make me scared of all related things as a threat. Our prejudices develop and little few percentage in any community can make us hate the whole community. The gentleman in first half of the video mentioned “They sell among themselves and they live among themselves “, could’ve most probably come from his personal experience which might not have been the best and influenced from the dirty politics. 2nd part of the video shows two gentlemen saying “everyone is welcome”. Maybe it’s high time to break that instinct survival barrier and see if all are welcomed for the free food, belongingness and if they’re paying taxes. Also, not being unaware of the criminals that are there in every community of every society. Should they be the ones holding power to our narrative? Thank you for doing this video and showing both sides! Hope this brings more peace and prosperity in the society and within ourselves.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.028418748
Insult0.082619295
Profanity0.07611542
Threat0.012803185
Severe Toxicity0.0048828125
Low Tox 0.18079062 Constructive 0.799
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
We cannot save everyone in the world because we are a western country. It's the 21st century and western countries have been sending billions to developing countries since the 1940's to develop their countries. This …
We cannot save everyone in the world because we are a western country. It's the 21st century and western countries have been sending billions to developing countries since the 1940's to develop their countries. This was a U.N. pact started in the 1940's. Almost 8 decades later can we not expect more from developing countries. WE NEED TO MAKE THE LEADERS OF DEVELOPING COUNTRIES MORE ACCOUNTABLE FOR THEIR OWN PEOPLE OR STOP THE FUNDING. AND THIS LADIES AND GENTLEMEN IS WHY THE U.S. HAS STOPPED FUNDING. The U.S. also stopped funding NATO because they were paying the most and many countries were regenging on their payments. We need to expect more from all countries.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.029144434
Insult0.06617179
Profanity0.028640235
Threat0.008686432
Severe Toxicity0.0044059753
Low Tox 0.15213956 Constructive 0.673
Dec 23, 2025 2 likes Deportations From Canada at Their …
And the liberals want to give them better health care than real Canadians. This is 11 years of liberal government in action ladies and gentlemen.
And the liberals want to give them better health care than real Canadians. This is 11 years of liberal government in action ladies and gentlemen.
Canadian immigration officers investigating hundreds identified by extortion … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.02439919
Insult0.023995465
Profanity0.010587076
Threat0.0062914654
Severe Toxicity0.0013637543
Low Tox 0.055026773 Low Con 0.191 Policy_Critique
Feb 25, 2026 Canadian immigration officers investigating hundreds …

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.