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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: "Hopefully this is a big …" 5 comments
0:12 Nepal just forced a change in government. So are they Indian or Nepali? But I do hope it's televised when they try this man and arrest him or we finally get to watch his …
0:12 Nepal just forced a change in government. So are they Indian or Nepali? But I do hope it's televised when they try this man and arrest him or we finally get to watch his get the ahh whooping he deserves. Bro does 3 videos on real journalism exposes real issues but runs back to his roots. RACISM 😂😂😂😂😂😂. I couldn't imagine flying around the world can't possibly be enjoying yourself cause he is too busy doing rat shit. And bothering people trying to assimilate into the country. But because a few are causing issues we have to make it look 👀👀 like it's bigger so the big guy can do some more of that negotiating he been doing. Everywhere he goes bullshit follows 😡😡😡
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.50515443
Insult0.5130944
Profanity0.46460027
Threat0.3203622
Severe Toxicity0.35368225
Moderate 0.6744087 Moderate Con 0.438 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
That Polac was walking half naked I hope or in his Euro-speedo and yet he has an issue with people walking around naked in their own home hahaha. Dirty, those big house maybe be dirty …
That Polac was walking half naked I hope or in his Euro-speedo and yet he has an issue with people walking around naked in their own home hahaha. Dirty, those big house maybe be dirty inside but I don't see no garbage on their compounds ....what a jealous little eastern European.
Inside Canada's Indian Metropolis (Brampton) · 210: Cluster #209
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.48484445
Profanity0.22693542
Threat0.011379151
Severe Toxicity0.023106033
Moderate 0.47886392 Low Con 0.287 Identity_Assertion
Sep 28, 2025 Inside Canada's Indian Metropolis (Brampton)
They get their license handed to them in brampton. Ontario. They literally do it. It's a scam, okay, because the tow truckers. Okay, they get the calls, but it's a mafia owned. So that's why …
They get their license handed to them in brampton. Ontario. They literally do it. It's a scam, okay, because the tow truckers. Okay, they get the calls, but it's a mafia owned. So that's why they do drivers school with them. They know they can't drive, but they pay for their license. And they hope they get in an accident. It's a big mafia scam.
Inside Canada's Indian Invasion... · 6: Cluster #5
Close reading → Discourse → Video sentiment →
Identity Attack0.018168874
Insult0.25800487
Profanity0.04792466
Threat0.10696311
Severe Toxicity0.008773804
Moderate 0.3140926 Moderate Con 0.495 Unverified_Claim
Feb 9, 2026 Inside Canada's Indian Invasion...
Most of immigration know nothing about the law or the procedures that are followed at their ministry. The immigration world in Canada is an unknown story for all. Lots of immigrants are complaining about their …
Most of immigration know nothing about the law or the procedures that are followed at their ministry. The immigration world in Canada is an unknown story for all. Lots of immigrants are complaining about their cases and their unfair treatment with their files, and it is a big dilemma. I hope that the government of Canada forms a fair community and ask them to audit the immigration ministry, and they will find huge corruption.
Thousands of refugees allowed into Canada through online … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.06385879
Insult0.062150877
Profanity0.013405213
Threat0.0065956907
Severe Toxicity0.0018501282
Low Tox 0.12520397 Constructive 0.713 Policy_Critique
Nov 25, 2025 Thousands of refugees allowed into …
Love Michelle and hope she will be incharge of Canadas immigration some day. Its heartbreaking to see Canada's decline and inaction from liberals. They need future voters because big boomer base wont last
Love Michelle and hope she will be incharge of Canadas immigration some day. Its heartbreaking to see Canada's decline and inaction from liberals. They need future voters because big boomer base wont last
'We do know that there's a lot of … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.019977676
Insult0.029273475
Profanity0.010365041
Threat0.0067898775
Severe Toxicity0.0012969971
Low Tox 0.07212844 Constructive 0.572 Call_To_Action
Feb 24, 2026 'We do know that there's …

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.