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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: "I avoid Brampton at all …" 6 comments
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, …
If these racist, useless Europeans go back to Europe than Indians, native Canadian, good Europeans & other immigrants can make Canada many times better and prosperous and no racism, no drug’s, no hatred, no violence, safe, secure and welcoming nation. So many Indians in Brampton because they have to live together for safety. They can avoid, racism, hatred, violence that way but still they can’t escape. Now it became favorite place for racist people, racist YouTubers etc. Indians are works in low wage jobs because they are not getting jobs according to their degrees, qualifications they have to do low wage jobs and even getting low wage jobs is very difficult. At least 12% Indians are jobless. Only some Indians help them and that’s why you find some place only indians. You can find many well educated even doctors, master degree engineers etc working in low wage jobs. You can just imagine lives of Those Indians who working with racist Canadians. Many people committed and committing suicide. This is state sponsored racism top to bottom so They are getting no help from anywhere. Canada making billions by international student and that way they getting low wage labourers still those young students getting racism, hatred like they are the problem of all problems of Canada. Racism, discrimination, hatred, violence against Indians is so normalise people don’t even hesitate. Really it’s horrible situation for Indians in Canada. Just look at the comments. Those racist, hateful people will going to get special place in hell. ( plz don’t delete comments.)
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.5543018
Profanity0.13785136
Threat0.013528148
Severe Toxicity0.048457388
Moderate 0.568186 Constructive 0.579 Identity Attack Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Driving in Brampton reminds me of when I used to spend time in the DR 30 years ago. We slowed down & even stopped at green lights to avoid T boning our friends running reds. …
Driving in Brampton reminds me of when I used to spend time in the DR 30 years ago. We slowed down & even stopped at green lights to avoid T boning our friends running reds. Back then the police were happy to ignore you may be intoxicated for $10 US and a sip from your rum. What a world.
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.012441003
Insult0.06023245
Profanity0.017436003
Threat0.008272167
Severe Toxicity0.0024795532
Low Tox 0.11398677 Constructive 0.644 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
no disrespect but being a resident in Mississauga i avoid brampton at all cost.
no disrespect but being a resident in Mississauga i avoid brampton at all cost.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.034816213
Insult0.023221988
Profanity0.014566627
Threat0.009307829
Severe Toxicity0.0022220612
Low Tox 0.091913216 Constructive 0.537
Sep 22, 2025 9 likes Inside Canada's Indian Metropolis (Brampton)
Bottom line, if you come to visit Canada, just avoid Brampton and Toronto and you are good. But they are at all the Timmys, wherever the city/province, they have prirority over Timmys employement and no …
Bottom line, if you come to visit Canada, just avoid Brampton and Toronto and you are good. But they are at all the Timmys, wherever the city/province, they have prirority over Timmys employement and no i do not want to work there😂. Not a chance.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.034042787
Insult0.028171662
Profanity0.015044857
Threat0.0066280556
Severe Toxicity0.002040863
Low Tox 0.08004235 Constructive 0.549 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
As a Candian I live 15 minutes away and I've only been there twice. I go out of my way to avoid Brampton
As a Candian I live 15 minutes away and I've only been there twice. I go out of my way to avoid Brampton
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.035331827
Insult0.017420914
Profanity0.019007329
Threat0.008427517
Severe Toxicity0.0019168854
Low Tox 0.062236045 Constructive 0.61 Personal_Narrative
Dec 22, 2025 19 likes Inside Canada's Indian Metropolis (Brampton)
I avoid Brampton at all costs.
I avoid Brampton at all costs.
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.011691323
Insult0.01838776
Profanity0.0127903465
Threat0.010265815
Severe Toxicity0.0019073486
Low Tox 0.059974585 Moderate Con 0.36 Fear_Threat
Jan 28, 2026 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.