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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: "At this point trump can …" 8 comments
At this point. We need trump. 😢just make us the 51st state. One flight to Florida? Trump getting shit done? I’m in!
At this point. We need trump. 😢just make us the 51st state. One flight to Florida? Trump getting shit done? I’m in!
IRCC Names India in Study Permit Fraud | … · 112: Cluster #111
Close reading → Video sentiment →
Identity Attack0.045901958
Insult0.40243408
Profanity0.6069483
Threat0.013579931
Severe Toxicity0.023458159
Moderate 0.5716857 Moderate Con 0.409
Oct 21, 2025 1 likes IRCC Names India in Study …
CRIMINALS FROM INDIA ARE ALL OVER THE PLACE AND THESE PEOPLE WILL STOP AT NOTHING WHEN IT COMES TO CRIME . THEY TRIVE ON CRIMINAL ACTIVITY CAUSE THE LAWS PROTECT THEM MORE THAN TRUE CANADIANS …
CRIMINALS FROM INDIA ARE ALL OVER THE PLACE AND THESE PEOPLE WILL STOP AT NOTHING WHEN IT COMES TO CRIME . THEY TRIVE ON CRIMINAL ACTIVITY CAUSE THE LAWS PROTECT THEM MORE THAN TRUE CANADIANS . CANADA HAS BECOME A HAVE FOR CRIMINALS AS TRUMP POINTED OUT ' PROTECT OUR BORDERS AND KEEP THESE DRUG LORDS OUT . TRUMP WAS RIGHT ABOUT THE DRUGS PRODUCED IN CANADA WITH THE PRE CURSERS COMING FROM CHINA . BC IS HOME .
IRCC Names India in Study Permit Fraud | … · 27: Cluster #26
Close reading → Discourse → Video sentiment →
Identity Attack0.5135796
Insult0.5101222
Profanity0.20016506
Threat0.02855184
Severe Toxicity0.035007052
Moderate 0.51980776 Moderate Con 0.415 Identity Attack Insult Unverified_Claim
Oct 1, 2025 2 likes IRCC Names India in Study …
Careful Lilley, pointing out Canada's issues will get you labeled as a traitor, a racist, and pro-Trump by Kinsella and the rest of the "Elbow-Up" crowd.
Careful Lilley, pointing out Canada's issues will get you labeled as a traitor, a racist, and pro-Trump by Kinsella and the rest of the "Elbow-Up" crowd.
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.17847598
Insult0.5739874
Profanity0.038655918
Threat0.008893564
Severe Toxicity0.01483436
Moderate 0.51980776 Moderate Con 0.324 Insult Meta_Commentary
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
At this point we need to follow trumps footsteps to save Canada, some people might not agree with but I’d rather not let this country turn to India or some type of Muslim caliphate
At this point we need to follow trumps footsteps to save Canada, some people might not agree with but I’d rather not let this country turn to India or some type of Muslim caliphate
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46050715
Insult0.2469859
Profanity0.04266402
Threat0.011327368
Severe Toxicity0.018384963
Moderate 0.37751234 Moderate Con 0.411 Fear_Threat
Sep 28, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
It's hard for Carney to soar with the eagles when he's surrounded by turkeys, retreads, incompetents and Liberals clearly in over their depth. Are they not even utilizing all these consultants we're being billed for …
It's hard for Carney to soar with the eagles when he's surrounded by turkeys, retreads, incompetents and Liberals clearly in over their depth. Are they not even utilizing all these consultants we're being billed for ? I'd say put Sean Fraser in, he's got good hair, but he's already botched the immigration file once. You three pundits are right on the money with all your points. In the spirit of cooperation why doesn't Carney just put Michelle into the portfolio ? These Liberals are botching everything they touch. In an ideal world Carney should cross the floor, become the Conservative's lead Trump negotiator and we could dump the rest of the Liberal party in recycling, where the vast majority of them belong....including you Fanjoy
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 22: Cluster #21
Close reading → Discourse → Video sentiment →
Identity Attack0.23239216
Insult0.40243408
Profanity0.051431753
Threat0.009722093
Severe Toxicity0.010299683
Moderate 0.3625127 Constructive 0.546 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
But yet, PC's were up 32 points at the start of the year and all it took was Trump to become US President for our nation of numb-nuts to decide to vote Liberal again. So …
But yet, PC's were up 32 points at the start of the year and all it took was Trump to become US President for our nation of numb-nuts to decide to vote Liberal again. So here we are, another four years and none of this will change and if there is a crisis, it will only deepen. If you voted Liberal and you're watching this video, YOU are the reason you're upset.
Why Canadians Are Turning Against Immigrants. · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.04048799
Insult0.3388922
Profanity0.06044999
Threat0.008285114
Severe Toxicity0.0063705444
Moderate 0.32236105 Moderate Con 0.375
Sep 2, 2025 2 likes Why Canadians Are Turning Against …
As a Canadian, we are being overrun by Indian gangs who have shootouts with each other or they exhort thousands of dollars from people, and don't even get me started on the cartels and our …
As a Canadian, we are being overrun by Indian gangs who have shootouts with each other or they exhort thousands of dollars from people, and don't even get me started on the cartels and our ports. At this point, we can only pray that Trump sends the Apache negotiation team to the Hill.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.2854555
Insult0.10440776
Profanity0.023584666
Threat0.075531214
Severe Toxicity0.009841919
Low Tox 0.27750343 Constructive 0.618 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
At this point trump can have canada 😢
At this point trump can have canada 😢
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.008694496
Insult0.015948927
Profanity0.011184863
Threat0.006835188
Severe Toxicity0.0013923645
Low Tox 0.037577134 Low Con 0.204 Fear_Threat
Jan 28, 2026 1 likes 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.