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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: "How are these people getting …" 761 comments · Page 31 of 31
We pay huge taxes so these people get a free ride. I'll take a 5 year expenses and benefits paid vacation please.
We pay huge taxes so these people get a free ride. I'll take a 5 year expenses and benefits paid vacation please.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0027378413
Insult0.009545889
Profanity0.010211324
Threat0.006440342
Severe Toxicity0.00079631805
Low Tox 0.015833238 Moderate Con 0.489
Dec 27, 2025 1 likes Deportations From Canada at Their …
The government knows where these people are.Their are not trying very hard to find them.Hire more of the people who find these people to get the job done faster.This would be money well spent.
The government knows where these people are.Their are not trying very hard to find them.Hire more of the people who find these people to get the job done faster.This would be money well spent.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0027008436
Insult0.008614883
Profanity0.0098868115
Threat0.006874025
Severe Toxicity0.0006389618
Low Tox 0.014513801 Moderate Con 0.444
Dec 11, 2025 IRCC Names India in Study …
No MP pensions get paid unless the budget is balanced. The budget would be balanced next year and a lot of people would be gone or lose benefits.
No MP pensions get paid unless the budget is balanced. The budget would be balanced next year and a lot of people would be gone or lose benefits.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.001276426
Insult0.008462882
Profanity0.009920971
Threat0.006861079
Severe Toxicity0.0005555153
Low Tox 0.0131943645 Moderate Con 0.35 Call_To_Action
Feb 26, 2026 28 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
If they get the country make it suited to help the needy and its people first
If they get the country make it suited to help the needy and its people first
Inside Canada's Indian Metropolis (Brampton) · 43: Cluster #42
Close reading → Video sentiment →
Identity Attack0.003921773
Insult0.007474876
Profanity0.0113385795
Threat0.006925808
Severe Toxicity0.0007915497
Low Tox 0.012566062 Low Con 0.219
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Just in case you guys didn’t get the memo, the government plans on raising the population of Canada to 100 million people by 2050 is what their plan is we don’t have the infrastructure or …
Just in case you guys didn’t get the memo, the government plans on raising the population of Canada to 100 million people by 2050 is what their plan is we don’t have the infrastructure or the housing or the medical staff or the schooling to make this possible, but they’re gonna try it anyways
Why Canadians Are Turning Against Immigrants. · 137: Cluster #136
Close reading → Video sentiment →
Identity Attack0.00310782
Insult0.008500882
Profanity0.010211324
Threat0.0062979385
Severe Toxicity0.0006532669
Low Tox 0.01237757 Low Con 0.218
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Just cut the benefits and make people work and pay tax for atleast 10-15yrs to get stuffs free.
Just cut the benefits and make people work and pay tax for atleast 10-15yrs to get stuffs free.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.0013226734
Insult0.007778878
Profanity0.009664777
Threat0.0065633263
Severe Toxicity0.0005698204
Low Tox 0.010618322 Low Con 0.265
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)
To the people that compiled these questions, thank you!! 👏🏻👏🏻I just took the test and got 20/20. I watched this video multiple times and it really helped me know so many details I missed out …
To the people that compiled these questions, thank you!! 👏🏻👏🏻I just took the test and got 20/20. I watched this video multiple times and it really helped me know so many details I missed out when reading discover Canada. If you’re in doubt, don’t be. This is an excellent resource that can get you to pass the test in one sitting!
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 73: Cluster #72
Close reading → Discourse → Video sentiment →
Identity Attack0.0017666477
Insult0.0068098716
Profanity0.00993805
Threat0.006162008
Severe Toxicity0.00046730042
Low Tox 0.007602467 Constructive 0.685 Solidarity
Dec 27, 2025 11 likes Canadian Citizenship Test 2025 – …
GREAT!! Lets get rid of these imports that use all of what people that were born here have paid for.
GREAT!! Lets get rid of these imports that use all of what people that were born here have paid for.
· 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.00030003712
Insult0.0005755397
Profanity0.00003203911
Threat0.0002352621
Severe Toxicity0.000002753686
Low Tox 0.0026706909
Apr 19, 2025
CANADA does NOT HAVE a 'Housing Crisis". The housing crisis is in Vancouver & Toronto, because we let ALL the immigrants move there. But there are a thousand small towns across the country that need …
CANADA does NOT HAVE a 'Housing Crisis". The housing crisis is in Vancouver & Toronto, because we let ALL the immigrants move there. But there are a thousand small towns across the country that need immigrants to stop from becoming ghost towns. The failure was in the Liberal Party deciding that getting the immigrant vote was how to win elections, so they let immigrants decide where to go, which didn't help the country. I should know.. I owned a 28-suite apt. block in Winnipeg (not even a small town!) and my property value dropped below the mortgage cost because more people were leaving Manitoba than entering at that time. I lost my block. Thanks, Liberal Party of Canada.
· 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.00016257107
Insult0.0002154967
Profanity0.000020543059
Threat0.000033083004
Severe Toxicity0.0000023985558
Low Tox 0.0006092379
Apr 23, 2025
My son is Canadian born and a college graduate. He was a smart student and very hard working person but until now he couldn't find a job even at Tim Horton. I noticed that a …
My son is Canadian born and a college graduate. He was a smart student and very hard working person but until now he couldn't find a job even at Tim Horton. I noticed that a lot of people who are working now are from India. They're the one who are getting experienced and etc.This is not fair to Canadians😢.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.00010560334
Insult0.00015255246
Profanity0.000024591673
Threat0.000033847275
Severe Toxicity0.0000032942548
Low Tox 0.00037675962
Apr 19, 2025 28 likes
I agree with this policy because I know of people sponsor oring for their family and when some of them get here the put tax payers to pay the bill for medical and also when …
I agree with this policy because I know of people sponsor oring for their family and when some of them get here the put tax payers to pay the bill for medical and also when the family get here they stop supporting them and the Canadians has to maintain them. It also become a burden on
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.000053683372
Insult0.00012659596
Profanity0.000018385608
Threat0.000019574416
Severe Toxicity0.0000026482826
Low Tox 0.00028052746 Economic_Argument
Apr 14, 2025 21 likes

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.