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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: "Brampton will be the capital …" 7 comments
THE CAPITAL SHITHOLE OF CANADA!!!!! BRAMPTON ONTARIO!!!
THE CAPITAL SHITHOLE OF CANADA!!!!! BRAMPTON ONTARIO!!!
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.40255263
Insult0.5739874
Profanity0.570067
Threat0.020954676
Severe Toxicity0.35130173
Moderate 0.6863638 Low Con 0.132 Insult Fear_Threat
Mar 1, 2026 Inside Canada's Indian Invasion...
She is the most embarrassing minister Canada ever had. She is going to bring few millions criminals more to Canada this year. That’s why Canada is a crime Capital of the world. I heard, they …
She is the most embarrassing minister Canada ever had. She is going to bring few millions criminals more to Canada this year. That’s why Canada is a crime Capital of the world. I heard, they are going to change the name for Brampton. Its going to be called either Brown town or Khalistan.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.20088354
Insult0.4555076
Profanity0.041912504
Threat0.012699619
Severe Toxicity0.014511578
Moderate 0.4014846 Low Con 0.282 Unverified_Claim
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
It’s too late. Indian students have already destroyed Canada. Mass immigration have already destroyed Canada. Liberals have already destroyed Canada. All political Parties at all levels have already destroyed Canada. Brampton is the crime capital …
It’s too late. Indian students have already destroyed Canada. Mass immigration have already destroyed Canada. Liberals have already destroyed Canada. All political Parties at all levels have already destroyed Canada. Brampton is the crime capital of Canada.
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.43896464
Insult0.2817503
Profanity0.023789622
Threat0.046218675
Severe Toxicity0.016771052
Moderate 0.39669925 Low Con 0.224
Aug 29, 2025 2 likes Why Canadians Are Turning Against …
Brampton will be the capital of a future Khalistan.
Brampton will be the capital of a future Khalistan.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0775651
Insult0.033570543
Profanity0.023379711
Threat0.020091362
Severe Toxicity0.0062942505
Low Tox 0.15545623 Low Con 0.142 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
And Brampton is known as the capital of truck licenses without the proper test. The TV show Marketplace exposed that situation a few years ago. I'm new to Canada, but one thing about people from …
And Brampton is known as the capital of truck licenses without the proper test. The TV show Marketplace exposed that situation a few years ago. I'm new to Canada, but one thing about people from India is that if they have the opportunity to skip or cheat on a test, they take it. I know this firsthand. Another important fact is the population of India; they are around 1,300 millons people, but only 1% of those people can collapse the immigration system of a country, in this case, Canada. And Canada allowed it. Last but not least, I don't know if deodorant is forbidden in India, but they smell really bad.
Inside Canada's Indian Metropolis (Brampton) · 6: Cluster #5
Close reading → Video sentiment →
Identity Attack0.036105253
Insult0.027730936
Profanity0.015693882
Threat0.0076507707
Severe Toxicity0.0019073486
Low Tox 0.07054565 Constructive 0.679
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I live about 30 minutes from Brampton. Brampton is the Braman capital of Canada but there are some who would argue Surrey, BC. My cities population is about 110-130k and we have 36-40 Indian food …
I live about 30 minutes from Brampton. Brampton is the Braman capital of Canada but there are some who would argue Surrey, BC. My cities population is about 110-130k and we have 36-40 Indian food shops. That's not including grocery stores or food trucks.
Inside Canada's Indian Invasion... · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.014551271
Insult0.010932897
Profanity0.011526455
Threat0.006530962
Severe Toxicity0.0010156631
Low Tox 0.024260364 Constructive 0.741 Comparative_Framing
Feb 20, 2026 Inside Canada's Indian Invasion...
Brampton Canadastan the provincial capital of Punjab. The quality learing center of Canadastan.
Brampton Canadastan the provincial capital of Punjab. The quality learing center of Canadastan.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0052166977
Insult0.008557882
Profanity0.010604155
Threat0.006265574
Severe Toxicity0.0007581711
Low Tox 0.011435116 Low Con 0.276 Identity_Assertion
Jan 27, 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.