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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: "Stop the money. They will …" 80 comments · Page 4 of 4
Why they still working and earning money, The government and private sector must stop hiring these people instantly!
Why they still working and earning money, The government and private sector must stop hiring these people instantly!
2.9 million Canadian temporary visas expire in 2025-2026 · 23: Cluster #22
Close reading → Video sentiment →
Identity Attack0.0073625734
Insult0.025800243
Profanity0.0113215
Threat0.008686432
Severe Toxicity0.0017356873
Low Tox 0.063423134 Low Con 0.241
Jan 15, 2026 11 likes 2.9 million Canadian temporary visas …
Stop the money. They will go away.
Stop the money. They will go away.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0031818156
Insult0.015796926
Profanity0.013302735
Threat0.013269233
Severe Toxicity0.0014400482
Low Tox 0.05255287 Low Con 0.109 Fear_Threat
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
The questioner is just proving her own questions? What is non-compliance as a student? Not going to the college? How many colleges shut down their courses within the said period? Do you expect students to …
The questioner is just proving her own questions? What is non-compliance as a student? Not going to the college? How many colleges shut down their courses within the said period? Do you expect students to be firever students? What if they get work permit while still being student? This is very possible for the IT engineers from India, they are student here but get a job in USA or any other country and they leave. Where are the statistics of students who got married to Canadian nationals and decided to stop studying because of family expenses? It will be easy to track down the fees transfer and return of these said 8% non-compliant students. Did they get their money back? If not, then why didn't colleges paid the remaining fees back and report that non-obligatory to the study visa rules? Or, was the past govt quite about this because Canada needed cheap labor and money in other colleges accounts?
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Discourse → Video sentiment →
Identity Attack0.014551271
Insult0.021546122
Profanity0.013780965
Threat0.006763986
Severe Toxicity0.0014305115
Low Tox 0.0466155 Constructive 0.511 Question
Sep 29, 2025 IRCC Names India in Study …
Homelessness is going to climb there is no plan to stop it, but there is a plan for them to make money off of it
Homelessness is going to climb there is no plan to stop it, but there is a plan for them to make money off of it
Why Canadians Are Turning Against Immigrants. · 101: Cluster #100
Close reading → Video sentiment →
Identity Attack0.005956655
Insult0.010400894
Profanity0.0128245065
Threat0.0077284453
Severe Toxicity0.001168251
Low Tox 0.03062413 Low Con 0.221
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Maybe every taxpayer citizen of their country should do their own shutdown in unity and the government economicswill shut down because it will stop the flow of money and they need citizens money to make …
Maybe every taxpayer citizen of their country should do their own shutdown in unity and the government economicswill shut down because it will stop the flow of money and they need citizens money to make it work they would have no choice but to change legislation to protect their citizens instead of these citizens because all they did was use these do’s and do nots to make this socialism and make it work for them that’s why they do it it’s economic gain for them it’s huge profits
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.004236255
Insult0.010856897
Profanity0.012038844
Threat0.0066798385
Severe Toxicity0.0008773804
Low Tox 0.021549871 Low Con 0.283
Jan 28, 2018 3 likes How much do refugees and …

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.