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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: "East Indians is the proper …" 4 comments
Does anyone else feel like a minority in the town they were born. I was pulled over by the RCMP not long ago. They were both East Indians. One of which could barely speak proper …
Does anyone else feel like a minority in the town they were born. I was pulled over by the RCMP not long ago. They were both East Indians. One of which could barely speak proper English. I had an East Indian friend with me. I was interrogated more about being with an Indian woman than I was for speeding. They didn’t even care about my speed but pulled me back to their cruiser and kept questioning my intentions with the woman. Was fucking terrifying! So I went to the detachment to complain. Guess who the staff sergeant was. Another fucking East Indian🤦‍♂️ this is no longer Canada😑
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.38208112
Insult0.36193377
Profanity0.4819111
Threat0.022853967
Severe Toxicity0.052044146
Moderate 0.45396814 Constructive 0.581
Jan 15, 2026 2 likes Inside Canada's Indian Metropolis (Brampton)
East Indians is the proper term.Not to be mixed up with Canadian Indians.
East Indians is the proper term.Not to be mixed up with Canadian Indians.
Inside Canada's Indian Metropolis (Brampton) · 70: Cluster #69
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.13607834
Profanity0.029596692
Threat0.008427517
Severe Toxicity0.013155893
Moderate 0.33338684 Low Con 0.277 Identity_Assertion
Sep 21, 2025 37 likes Inside Canada's Indian Metropolis (Brampton)
Where did the point system go? Why is the canadian government not strict with fact-checking the documents being submitted by applicants? I thought Canada is stricter but I guess Indians are already treating it like …
Where did the point system go? Why is the canadian government not strict with fact-checking the documents being submitted by applicants? I thought Canada is stricter but I guess Indians are already treating it like the middle east where they can just pay the schools from their country to submit fraudulent papers saying they have a master's degree in computer science but when they start working, they couldn't even do proper coding!
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.10221587
Insult0.06459839
Profanity0.015079016
Threat0.0065827454
Severe Toxicity0.0028419495
Low Tox 0.1537979 Moderate Con 0.381
Oct 3, 2025 IRCC Names India in Study …
I am an Indo-canadian who migrated from UAE 2 decades ago. Came thro proper channel of PR and became a citizen 4 yrs later. Qualified as a CPA burning the midnight oil, raised 2 kids …
I am an Indo-canadian who migrated from UAE 2 decades ago. Came thro proper channel of PR and became a citizen 4 yrs later. Qualified as a CPA burning the midnight oil, raised 2 kids thro Univ who are employed now. Trudeau, to be in power, joined hands with Jagmeet Singh. I know of a 2 shutter shop in Brampton East, registered as a college, which issued 4000 student visas. I wonder whether the Immigration dept checked on the college before issuing the visas. Now, we have students, whose visas have expired, whose families in India have mortgaged everything (primarily from Punjab, Haryana & Gujarat) who are here working for cash. I think we must revisit the files, track them out, see their educational background and give them opportunites. Indian origin folks must also educate their families back home on reality. With a growth rate of 7% + India is the country to be in, for these youngsters, to grow in life
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.01656105
Insult0.02618698
Profanity0.015249812
Threat0.0070034824
Severe Toxicity0.0017642975
Low Tox 0.056758508 Constructive 0.839 Personal_Narrative
Sep 19, 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.