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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: "Immigration lawyer consultant are the …" 4 comments
Are Canadians supposed to weep over it? Deport all illegals and criminals ASAP. And sue those bogus immigration consultants and lawyers for making money at the expense of Canada.
Are Canadians supposed to weep over it? Deport all illegals and criminals ASAP. And sue those bogus immigration consultants and lawyers for making money at the expense of Canada.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.381025
Insult0.34101152
Profanity0.026180768
Threat0.055917133
Severe Toxicity0.015286255
Moderate 0.37751234 Low Con 0.289 Policy_Critique
Dec 24, 2025 20 likes Deportations From Canada at Their …
Immigration lawyer consultant are the one becomes millionaire here who knows they are all connected to the corrupt immigration worker just asking
Immigration lawyer consultant are the one becomes millionaire here who knows they are all connected to the corrupt immigration worker just asking
Quebec Ends Economic Immigration Program | Your Morning · 110: Cluster #109
Close reading → Discourse → Video sentiment →
Identity Attack0.25647953
Insult0.37619758
Profanity0.032142747
Threat0.0074565844
Severe Toxicity0.0073623657
Moderate 0.37458646 Low Con 0.165 Unverified_Claim
Nov 20, 2025 119 likes Quebec Ends Economic Immigration Program …
The Canadian immigration system is designed to take low quality immigrants. It encourages unethical behavior and there is widespread fraud in the IELTS exams, refugee lawyers, immigration consultants.
The Canadian immigration system is designed to take low quality immigrants. It encourages unethical behavior and there is widespread fraud in the IELTS exams, refugee lawyers, immigration consultants.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.11047905
Insult0.082866095
Profanity0.012585391
Threat0.0068869707
Severe Toxicity0.003452301
Low Tox 0.19694418 Moderate Con 0.364 Policy_Critique
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
This is an immigration and refugee lawyer who owns a law firm and actively represents refugees/asylum seekers and immigrants from other countries who want not wish to become fully Canadian citizens My very important question …
This is an immigration and refugee lawyer who owns a law firm and actively represents refugees/asylum seekers and immigrants from other countries who want not wish to become fully Canadian citizens My very important question to her As the principle Is how are you paid for your legal services and representation Lawyers always tell me they can be referred to by Law society of Canada For a 30 minute free legal consultation But once that is paid out by that association that is where lawyers and para legal professionals pay dues to join Then it’s up to those professionals to charge Hourly fee flat rate And All additional charges associated with the file/case law once opened and documents signed So how much does it cost to 1. Refugees claims 2. Asylum seekers claims 3. Immigration claims 4. Detainee claims 5. Deportation claims in the form of Appeals How many can they have Who pays these professionals? When media such as CBC Also government employees who are paid by the federal government Do not ask these questions Which are again Paid to NGOs By us poor taxpayers!!!!! Towards these professionals who represent economic migration and only cost us Canadians more money
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.031206898
Insult0.025026767
Profanity0.012892825
Threat0.0064144502
Severe Toxicity0.0018501282
Low Tox 0.061444655 Constructive 0.776
Dec 25, 2025 1 likes Deportations From Canada at Their …

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.