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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: "Many of em are the …" 4 comments
Many of em are the folks who shit on beaches and cover it up with sand 🤣🤣🤣
Many of em are the folks who shit on beaches and cover it up with sand 🤣🤣🤣
Inside Canada's Indian Metropolis (Brampton) · 151: Cluster #150
Close reading → Discourse → Video sentiment →
Identity Attack0.039456755
Insult0.38852
Profanity0.6672561
Threat0.011974656
Severe Toxicity0.16960317
Moderate 0.6827122 Low Con 0.237 Humor_Satire
Dec 1, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Yep to many migrants coming over talking about “their hometown” we don’t want em. We aren’t racist we just don’t support a communist/useless government criminal gang.
Yep to many migrants coming over talking about “their hometown” we don’t want em. We aren’t racist we just don’t support a communist/useless government criminal gang.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.42615733
Insult0.5678696
Profanity0.10549548
Threat0.009411395
Severe Toxicity0.020902663
Moderate 0.52007306 Moderate Con 0.375 Insult
Aug 28, 2025 Why Canadians Are Turning Against …
I’ve had conversations with Indians who say there’s too many Indians. Prior to the past 10-11 years of liberal “leadership,” we only let in 40k people per year. Now on average over trudeaus time we …
I’ve had conversations with Indians who say there’s too many Indians. Prior to the past 10-11 years of liberal “leadership,” we only let in 40k people per year. Now on average over trudeaus time we on average let in 1 million people per year. It’s disgusting. It’s purely the liberals thinking “oh yeah all of of them vote the same, let’s bring em in and they’ll vote us in.” Short term play all about greed and power worship. Instead of a long term play to serve Canada. Indians and other immigrants who came here before this liberal season, they all despise the new immigrants. Because they had to jump through so many hoops to become Canadian. These new people are welcomed even though they don’t work and go straight on welfare. It’s sick and twisted.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.37082586
Insult0.28791866
Profanity0.084844165
Threat0.010705971
Severe Toxicity0.012207031
Moderate 0.34757367 Constructive 0.592 Policy_Critique
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
It's coming to a small town near you.. I'm just glad they decided to fill up brampton before they fill up surrey (which they surely will very soon) When i was a kid, i was …
It's coming to a small town near you.. I'm just glad they decided to fill up brampton before they fill up surrey (which they surely will very soon) When i was a kid, i was annoyed that there were so many chinese where i lived (Richmond, iykyk) but they never really did anything to wrong me. As i grew up i realized they just mind their own business and stay out the way, and generally let their children be pretty liberal (other than the studying). Now, I absolutely LOVE the chinese compared to all the damn indians. There isn't a trend of chinese buying business' then only hiring other chinese. (idk how indians get away with only hiring indians). The indian kids are rude AF usually, tons of wannabe gangsters, TONS of indian gang crime. . And the worst? the ones that live in brampton and surrey treat it like india. THEY treat YOU like a foreigner. I hate em. I just dont understand why immigrants cant just atleast learn the language and customs
Inside Canada's Indian Metropolis (Brampton) · 255: Cluster #254
Close reading → Discourse → Video sentiment →
Identity Attack0.17925262
Insult0.06634661
Profanity0.08775374
Threat0.0091524795
Severe Toxicity0.0077438354
Low Tox 0.17891699 Constructive 0.676 Fear_Threat
Sep 19, 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.