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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: "When we saw the two …" 5 comments
When we saw the two tiered justice system we rang the alarm...we were called racist...now the culprits in government are emboldened and its spreading. DO NOT BACK OFF IF SOME MARXIST & WOKE LIBERAL CALLS …
When we saw the two tiered justice system we rang the alarm...we were called racist...now the culprits in government are emboldened and its spreading. DO NOT BACK OFF IF SOME MARXIST & WOKE LIBERAL CALLS YOU RACIST ... Get even.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.2831485
Insult0.41767508
Profanity0.05393682
Threat0.011456826
Severe Toxicity0.01573815
Moderate 0.4014846 Moderate Con 0.399 Call_To_Action
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I have been saying this for a decade it took me 10-12 years to get my citizenship the right way while I saw so many frauds get them in two years ALL INDIAN STUDENTS!!!
I have been saying this for a decade it took me 10-12 years to get my citizenship the right way while I saw so many frauds get them in two years ALL INDIAN STUDENTS!!!
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.38230872
Insult0.26395
Profanity0.12096943
Threat0.013579931
Severe Toxicity0.023076924
Moderate 0.38811707 Constructive 0.567 Personal_Narrative
Sep 29, 2025 17 likes IRCC Names India in Study …
A good friend of mine lives in Northeast Calgary and I drove to her house right before Nick Shirley exposed all of the fraud in Minnesota. I'm only bringing that up so you understand where …
A good friend of mine lives in Northeast Calgary and I drove to her house right before Nick Shirley exposed all of the fraud in Minnesota. I'm only bringing that up so you understand where I'm coming from when I say this. I wasn't influenced by him finding these fraudulent daycares because this was prior to that. When I went to her house I had to Google maps it. Everybody in Calgary knows the Northeast is all Indian. As a matter of fact I counted how many people I saw that weren't Indian when I was there cuz I thought it was funny. I saw two white people and one Asian in the whole quarter of the city. When I got to her house I said to her why do you have so many businesses around your house it doesn't even make sense and then I showed her the Google maps and there had to be seven or eight daycares a trucking company and a bricklaying company and a drywall company. All of these businesses that don't have signs because I went and looked. These people are doing the same fraud here. This is what's killing our country. Our money is worthless because of them and they are taking all of the homes so homes are unaffordable for Canadians. On top of that they get into management and jobs and only hire their people and don't hire Canadians. We are under attack. It doesn't have to be somebody storming our beaches to attack us. Our country is under attack and we're in denial.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.17381613
Insult0.100019015
Profanity0.05017922
Threat0.008841781
Severe Toxicity0.0063323975
Low Tox 0.20839658 Constructive 0.826 Fear_Threat
Feb 18, 2026 2 likes LILLEY UNLEASHED: The fall of …
I moved from Canada almost two years ago, my parents came to Canada when I was a baby and I grew up in usa and Canada all my life, but a few years back I …
I moved from Canada almost two years ago, my parents came to Canada when I was a baby and I grew up in usa and Canada all my life, but a few years back I saw a trend. And I had to move. Sorry Canada, you're literally India now Plus. F. Winter b
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.15731181
Insult0.06285016
Profanity0.031391226
Threat0.0069905366
Severe Toxicity0.0059890747
Low Tox 0.17371799 Constructive 0.591
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
I mean this is original from us based account but bro covers everything than his country I ts saw two videos in us
I mean this is original from us based account but bro covers everything than his country I ts saw two videos in us
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.019877186
Insult0.016100928
Profanity0.030389199
Threat0.009126588
Severe Toxicity0.0030708313
Low Tox 0.058490243 Moderate Con 0.462 Meta_Commentary
Feb 18, 2026 Inside Canada's Indian Invasion...

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.