Skip to content
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
Active: "Happiness is a hard shit, …" 3 comments
Happiness is a hard shit, just not on the bus.
Happiness is a hard shit, just not on the bus.
Identity Attack0.015154205
Insult0.24928534
Profanity0.844891
Threat0.007819066
Severe Toxicity0.024819711
Toxic 0.718943 Moderate Con 0.469 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh …
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh no no Indians can't be in the government even though they have been living in the Brampton and GTA area for generations they are overlooked as real citizens but now that things have changed social media pages and channels like this have been for the past 3-4 years spreading propaganda about Indians ruining Canada or some stupid shit like that. This video is just highlighting how easy it is to make this divisive content. This is in similar lines to those Instagram reel pages that post every little mistake Indian people do and get recorded and shamed for it online. Other races do the same shit but those pages only post about Indians. Target a specific group, even though all races have people like that. Racism needs a target race, it's like a hate group that's now festering online. I don't see these racists outside, but I know they are there silently judging me sitting in a public place. As for the amount of Immigrants, complain to your government. Actually try to make a change instead of being racist and divisive. This is not a solution, in fact it's the opposite of an actual solution that would work. All I see is Indian people especially in Brampton are hard workers that work 10+ hour shifts for minimum pay living paycheck to paycheck, and they are getting exploited by the companies that are Canadian but no one wants to talk about that, let's just complain about an ethnic group instead. Damn schizos.
Identity Attack0.48915586
Insult0.47787863
Profanity0.4001375
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.47173777 Constructive 0.706
Oct 4, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
(Flees gang violence, applying for Asylum) _ Creates and joins gangs in Canada when they arrive. Becomes liasons for the old gangs they fled from. Their community fears the police... (because back where they are …
(Flees gang violence, applying for Asylum) _ Creates and joins gangs in Canada when they arrive. Becomes liasons for the old gangs they fled from. Their community fears the police... (because back where they are from, the Police is corrupt and works with gangs.) Thus they perpetuate the cycle by not calling out the individuals and help gang-busting units. Canada then starts enabling this. By kid-gloving migrants, non-permanent residents, Visa holders. Judges arent helping either. BAIL, BAIL, BAIL $$$. And thus Crime is imported. Religious extremists call out xyz-phobia. Etc... I was told that my struggles, my hard work. My self-imprivement and all of the trials I got througb are "A priviledge" that I have it better than xyz. And I get demeaned for my skin colour, and that I was born in Canada so I (must have is good) _ right? As a french-Canadian. English Canadians shit on me. As a woman, I get judged as a Tomboy and asked if I'm a Lesbian (no. I just like video games and Cars), and get judged by my skin whenever I claw myself out of a challenge or find some stability and happiness. Colonizer, slaveowner, cracker, priviledged, cooshie, freerider, racist, kkk, nazi. White supremacist, faschist, etc... Its enough to infuriate anyone. And you'd think we got away from being racist. Of using slanderous namecalling. Its depressing.
Identity Attack0.16993292
Insult0.20668297
Profanity0.02344803
Threat0.02803385
Severe Toxicity0.008735657
Low Tox 0.27412915 Constructive 0.648
Aug 25, 2025 Why Canadians Are Turning Against …

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.