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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: "It’s everywhere in Canada man. …" 4 comments
Man! What FAAKD up English are these guys speaking? All I can see are Turban guys roaming everywhere. Deport these cheapsters before things start going down the drain for Canada as a whole.
Man! What FAAKD up English are these guys speaking? All I can see are Turban guys roaming everywhere. Deport these cheapsters before things start going down the drain for Canada as a whole.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.30103904
Insult0.46923602
Profanity0.41503602
Threat0.056240413
Severe Toxicity0.028730227
Moderate 0.4826145 Low Con 0.219 Fear_Threat
Oct 16, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
That's why you are a hate mongering guy humongering hate against the community that you cannot compete into it why this community has money because they work too hard man they work too hard and …
That's why you are a hate mongering guy humongering hate against the community that you cannot compete into it why this community has money because they work too hard man they work too hard and you don't have money maybe stop being a jealous and work more harder and you will achieve because those people did not came there free they have to show more than half a million to $700,000 in their bank account to get a visa for Canada or America nothing free so stop being a mongering hate peaceful community like Indian and why don't you work for yourself more hours more hours more than 18 to 19 hours to complete with them instead of blaming everywhere and a word and everything it's not the end of world man
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.07508347
Insult0.47384647
Profanity0.08613731
Threat0.010395273
Severe Toxicity0.021031776
Moderate 0.4402136 Constructive 0.534
Aug 26, 2025 Why Canadians Are Turning Against …
It’s everywhere in Canada man. Montreal is turning into all Haitians and Arabs and they’re not good people, sorry. Of course I’ve met some who are great individuals, but most of them are not good …
It’s everywhere in Canada man. Montreal is turning into all Haitians and Arabs and they’re not good people, sorry. Of course I’ve met some who are great individuals, but most of them are not good news
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5498214
Insult0.38406035
Profanity0.10178173
Threat0.010783645
Severe Toxicity0.023293832
Moderate 0.4402136 Constructive 0.532 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
From top to bottom, everyone is so corrupted. If you are so tough, go to Brampton, even Kitchener, ON to find out how many of these illegal international students are here in Canada. I see …
From top to bottom, everyone is so corrupted. If you are so tough, go to Brampton, even Kitchener, ON to find out how many of these illegal international students are here in Canada. I see them everywhere these days, working illegally on cash. It is NOT fair to those international legal students who work so hard and try to make the living. Canadian government is such a joke man.
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.22859548
Insult0.44126466
Profanity0.04141149
Threat0.0074306927
Severe Toxicity0.008773804
Moderate 0.39987978 Constructive 0.557
Sep 29, 2025 1 likes IRCC Names India in Study …

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.