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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: "The sikh man talked the …" 4 comments
11:00 what did sikh man say that they can't speak freely in india?😂 What a joke? People literally abuse every govt on India online offline doesn't matter it's left or right..indian doesn't have civic sense …
11:00 what did sikh man say that they can't speak freely in india?😂 What a joke? People literally abuse every govt on India online offline doesn't matter it's left or right..indian doesn't have civic sense doesn't follow rule especially those traffic rules in Brampton and in india bcoz in india they got too much freedom in the name of so fundamental rights,free speech..... These people go in foreign countries and say they got tortured by indian govt they don't have freedom like seriously? This is literally hilarious things....99% Sikh driving truck in foreign countries and talking about freedom... Educated, middle class sikh working in India , have sikh military regiment, and punjab state have Sikh govt and they aren't able to speak right? Govt need to indentify such traitors.....and cancel their Visa and sieze Thier property in India......
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.38445538
Insult0.27763805
Profanity0.19524631
Threat0.13211988
Severe Toxicity0.02383376
Moderate 0.37751234 Constructive 0.522 Identity_Assertion
Feb 4, 2026 Inside Canada's Indian Invasion...
They don't want to talk about the stalking, harassment and sexual assaults against women. Even our news is covering for them, a punjabi sikh man literally threatened some girl with a replica gun and when …
They don't want to talk about the stalking, harassment and sexual assaults against women. Even our news is covering for them, a punjabi sikh man literally threatened some girl with a replica gun and when he got arrested, his bag had 3 bundles of rope, 2 carving knives, and 2 rolls of duck tape. Make sure people learn the actual truth, this surface level journalism always leaves these questions unanswered. I will tell you the answer, and it is a Yes!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.28034934
Insult0.16795322
Profanity0.073529124
Threat0.13815513
Severe Toxicity0.015931819
Moderate 0.3389984 Constructive 0.668 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
at the first temple, the sikh elder chooses his words carefully. he speaks of “immigrants” and “humans,” not pointing to his own background. his choice of language feels open, as if belonging is something shared …
at the first temple, the sikh elder chooses his words carefully. he speaks of “immigrants” and “humans,” not pointing to his own background. his choice of language feels open, as if belonging is something shared by everyone. at the next temple, the hindu man talks about how it feels just like his hometown. the difference is telling: one way of speaking makes the community feel wide and inclusive, the other makes it feel narrow and personal. it leaves you wondering when we recreate only one person’s hometown, what happens to ours?
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.062039822
Insult0.029163294
Profanity0.018324144
Threat0.007909686
Severe Toxicity0.002412796
Low Tox 0.09394901 Constructive 0.646
Sep 19, 2025 18 likes Inside Canada's Indian Metropolis (Brampton)
The sikh man talked the right thing,, respect sir
The sikh man talked the right thing,, respect sir
Inside Canada's Indian Metropolis (Brampton) · 22: Cluster #21
Close reading → Discourse → Video sentiment →
Identity Attack0.015254694
Insult0.011084898
Profanity0.018392462
Threat0.009204263
Severe Toxicity0.002155304
Low Tox 0.027677942 Moderate Con 0.469 Solidarity
Dec 31, 2025 Inside Canada's Indian Metropolis (Brampton)

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.