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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: "This guy's a homeless. Why …" 31 comments · Page 2 of 2
Though I disagree with the immigration, the old guy in the Sikh temple is actually right about what he's preaching. Not to mention the Sikhs are known to be what Indians should be like. These …
Though I disagree with the immigration, the old guy in the Sikh temple is actually right about what he's preaching. Not to mention the Sikhs are known to be what Indians should be like. These people feed the homeless out of their own expense, actually help their communities and improve the quality of life because they are progressive with their views regardless what your race is. If only every Indians are like the SIkhs.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.17536941
Insult0.030816011
Profanity0.019553876
Threat0.008065036
Severe Toxicity0.00459671
Low Tox 0.14082454 Constructive 0.805
Nov 17, 2025 5 likes Inside Canada's Indian Metropolis (Brampton)
Next time try not to talk to only homeless Canadians 8:34 the guy says they don't work and also say they work for Indian on cash so that guy himself can't decide do they work …
Next time try not to talk to only homeless Canadians 8:34 the guy says they don't work and also say they work for Indian on cash so that guy himself can't decide do they work or not. You should try talking to others who are born canadians as everyone knows people can't live without work and indians work too making the community to grow and expand and more rich, so better go in everyone's shoes before saying anything about them.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.036325075
Profanity0.012243799
Threat0.006440342
Severe Toxicity0.0022411346
Low Tox 0.12520397 Constructive 0.668
Nov 19, 2025 Inside Canada's Indian Metropolis (Brampton)
At 3:13 We no this guy doesn't pay any taxes and abuses the system so why is he complaining about others doing it. $100 says he doesn't have a job and is homeless.
At 3:13 We no this guy doesn't pay any taxes and abuses the system so why is he complaining about others doing it. $100 says he doesn't have a job and is homeless.
Inside Canada's Indian Metropolis (Brampton) · 38: Cluster #37
Close reading → Video sentiment →
Identity Attack0.0047727237
Insult0.05086332
Profanity0.013712646
Threat0.006602164
Severe Toxicity0.001783371
Low Tox 0.10826672 Moderate Con 0.44
Oct 5, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
TAKE CARE OF YOUR OWN FIRST! HOmeless, the middle class struggling to get by and these guys get the red carpet.
TAKE CARE OF YOUR OWN FIRST! HOmeless, the middle class struggling to get by and these guys get the red carpet.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.010063417
Insult0.030265106
Profanity0.01173141
Threat0.0075083673
Severe Toxicity0.0018310547
Low Tox 0.083999306 Low Con 0.271
Nov 20, 2018 31 likes How much do refugees and …
Why do they have a homeless guy explaining this?
Why do they have a homeless guy explaining this?
How Canada broke its immigration system · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.009064475
Insult0.02708937
Profanity0.013302735
Threat0.0069646453
Severe Toxicity0.0016117096
Low Tox 0.07054565 Low Con 0.213
Dec 14, 2025 How Canada broke its immigration …
I dont think a homeless guy riding around in snow on a bike has the right to complain about other people’s situations especially those that are on welfare
I dont think a homeless guy riding around in snow on a bike has the right to complain about other people’s situations especially those that are on welfare
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.008324518
Insult0.0114649
Profanity0.013029462
Threat0.0069516995
Severe Toxicity0.0010871887
Low Tox 0.028974265 Moderate Con 0.404 Moral_Argument
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...

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.