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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

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Active: "Find out what pain Canada …" 1 comment
I was born and raised in Brampton (but of South Asian descent via the Caribbean) and it pains me to see how the city has changed over the past 20 years. I was raised to …
I was born and raised in Brampton (but of South Asian descent via the Caribbean) and it pains me to see how the city has changed over the past 20 years. I was raised to be a proud Canadian and to be grateful for the opportunities that this country has afforded my family and I. I am a Canadian first, and Guyanese/Indian second. The issue I have with the city is that you have enclaves of ethnically homogenous people who refuse to assimilate - I once went into a Tim Hortons at Peter Robertson and Dixie, and was laughed at by the cashiers because I could not speak Hindi/Punjabi (despite being brown). There is nothing wrong with immigration - it makes the country stronger. HOWEVER, that only happens if the immigrants work to collectively advance the interests of the country and accept the rules/societal norms of the country they now call home. Instead, they find ways to circumvent/exploit the system - they are less interested on making society better, and more interested in individual advancement. I live in Professors Lake, which historically was one of the more affluent areas of the city. Now, there are several houses on my street that have essentially become boarding houses, divided into units of four with 10+ people living inside. I fully understand why white Canadians are feeling displaced, and it pains me that anti-immigrant sentiment has soured the way people look at me (despite being born in Canada).
Identity Attack0.13377325
Insult0.06285016
Profanity0.017436003
Threat0.007365964
Severe Toxicity0.004272461
Low Tox 0.15600902 Constructive 0.842 Personal_Narrative
Sep 27, 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.