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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: "Lmao i lived in brampton …" 4 comments
There’s definitely an influx of Indians in Brampton that make a mess which needs to change lol but with all that talk about being dirty and living together.. how often have you ever come across …
There’s definitely an influx of Indians in Brampton that make a mess which needs to change lol but with all that talk about being dirty and living together.. how often have you ever come across a homeless Indian? Do we need less of them? Yes, but do a lot of them also grind their asses off to make it work? Yes. They only get berated because there’s a surge of them, and this would’ve been just as bad for Africans, Latinos and East asians if roles were reversed. “They stay to themselves” yeah it’s called a community and white people have always excluded minorities lmao so suck it up. We do need to deport a lot of these students who make a mess but lets not act like these Indians aren’t hustlers who do what it takes to make it work.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.49584505
Insult0.46625584
Profanity0.41503602
Threat0.07323132
Severe Toxicity0.16233426
Moderate 0.4826145 Constructive 0.63
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton resident here. It’s a living nightmare. You know why our insurance is the highest in the country? Indians drive drunk. If you are white teenager you cannot find a job unless your last name …
Brampton resident here. It’s a living nightmare. You know why our insurance is the highest in the country? Indians drive drunk. If you are white teenager you cannot find a job unless your last name is Patel or Singh. Most Indians are friendly and I don’t have a problem with them. They come to Brampton because in Punjab they have posters of Brampton on their travel agencies to be among their people. Now the guy on the bike, lmao. Thanks Tyler for making the bike guy our white ambassador. Brampton resident here. It’s a living nightmare. You know why our insurance is the highest in the country? Indians drive drunk. If you are a white teenager, you cannot find a job unless your last name is Patel or Singh. Most Indians are friendly, and I don’t have a problem with them. They come to Brampton because in Punjab, they have posters of Brampton in their travel agencies to be among their people. Now, the guy on the bike, lmao. Thanks, Tyler, for making the bike guy our white ambassador.
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.36537176
Profanity0.20808282
Threat0.02924249
Severe Toxicity0.023223408
Moderate 0.41168427 Constructive 0.712 Personal_Narrative
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
lol im a indian born n raised in canada, used to live in Brampton but moved since it was literally india 2.0 .. my entire family are born in canada except for my mom who …
lol im a indian born n raised in canada, used to live in Brampton but moved since it was literally india 2.0 .. my entire family are born in canada except for my mom who came in her 20’s, and obv my grandparents. brampton is genuinely just india, not canada. i don’t get y brampton js attracts every single travelling desi. my grandparents came to canada for a modern, safer world to raise and wtv, so whats the point lmao. 🫩✌️
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.11280017
Insult0.061101943
Profanity0.06796519
Threat0.006641001
Severe Toxicity0.0062179565
Low Tox 0.17458448 Constructive 0.597 Personal_Narrative
Feb 6, 2026 Inside Canada's Indian Metropolis (Brampton)
Lmao i lived in brampton for a year almost a decade ago now and immidiately knew where talking about
Lmao i lived in brampton for a year almost a decade ago now and immidiately knew where talking about
Inside Canada's Indian Metropolis (Brampton) · 152: Cluster #151
Close reading → Discourse → Video sentiment →
Identity Attack0.016259583
Insult0.026831545
Profanity0.110447146
Threat0.008194493
Severe Toxicity0.0060272217
Low Tox 0.115658075 Moderate Con 0.413 Personal_Narrative
Oct 2, 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.