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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

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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 #}

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Active: "The Collapse of Canada You …" 34 comments · Page 2 of 2
Europe is on the brink of cultural collapse and sadly Canada is working from that same play book. For the record, it is possible to have a multi racial society. It is not possible to …
Europe is on the brink of cultural collapse and sadly Canada is working from that same play book. For the record, it is possible to have a multi racial society. It is not possible to have a multi cultural society. Where have different ways of life coexisted in peace? No where and look to Europe now and Canada on a few years for proof.
Identity Attack0.056582913
Insult0.024511116
Profanity0.011082385
Threat0.0068999166
Severe Toxicity0.0020122528
Low Tox 0.09112182 Constructive 0.554 Fear_Threat
Sep 26, 2025 Inside Canada's Indian Metropolis (Brampton)
The Collapse of Canada You see The Bible does state that the FALL OF NATIONS is Coming meaning Canada, US, Britain etc. and when you check it's happening!
The Collapse of Canada You see The Bible does state that the FALL OF NATIONS is Coming meaning Canada, US, Britain etc. and when you check it's happening!
Identity Attack0.036105253
Insult0.0233509
Profanity0.01261955
Threat0.008712323
Severe Toxicity0.0029563904
Low Tox 0.08795626 Low Con 0.289 Unverified_Claim
Feb 19, 2026 1 likes LILLEY UNLEASHED: The fall of …
Ill-concived & ill-planned policies always backfire. Canada must freeze all types of immigration, at least, for next 5 years & bring the house in order. Otherwise, housing, health-care, education & infrastructure will be exhausted & …
Ill-concived & ill-planned policies always backfire. Canada must freeze all types of immigration, at least, for next 5 years & bring the house in order. Otherwise, housing, health-care, education & infrastructure will be exhausted & eventually collapsed.
Identity Attack0.017867407
Insult0.028832749
Profanity0.011355659
Threat0.008285114
Severe Toxicity0.001745224
Low Tox 0.08083374 Moderate Con 0.376
Dec 25, 2025 Deportations From Canada at Their …
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.
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)
Canada’s government is out of control. Immigration levels have exploded far beyond what housing, jobs, and infrastructure can support. With roughly 2.9 million temporary residents in the system, affordability has collapsed rent, food, and services …
Canada’s government is out of control. Immigration levels have exploded far beyond what housing, jobs, and infrastructure can support. With roughly 2.9 million temporary residents in the system, affordability has collapsed rent, food, and services are stretched to the breaking point. When permits expire, people must return home as the system was designed, not be quietly rolled over. Immigration has to match capacity. Bring people when there are jobs and homes not when the cost of living is already crushing everyone. Fix Canada first, then expand responsibly.
Identity Attack0.019374741
Insult0.028171662
Profanity0.01261955
Threat0.0067316215
Severe Toxicity0.001707077
Low Tox 0.063423134 Constructive 0.563 Economic_Argument
Jan 15, 2026 61 likes 2.9 million Canadian temporary visas …
I'm disabled. I live off of $850 per month. That has to cover food, clothing, bills, household needs, medical, laundry, and transit. Yes, I had a working life before I became disabled so I paid …
I'm disabled. I live off of $850 per month. That has to cover food, clothing, bills, household needs, medical, laundry, and transit. Yes, I had a working life before I became disabled so I paid into the system which I now need. I have uncovered medical needs that I can no longer meet. (Very rare solar allergy which also includes reactionsto certain lights on the visible light spectrum such as blue and white light) No vacations, no cable or internet, second hand clothing, no outings, no funds to have food delivered. I have to take the risk and use public transit which comes with medical consequences every time. I've had food poisoning three months in a row. Each month becomes harder. I feel like I'm drowning. My son can't find a job either. Canada is collapsing.
Identity Attack0.02138452
Insult0.020772645
Profanity0.024404489
Threat0.007624879
Severe Toxicity0.0025558472
Low Tox 0.05799546 Constructive 0.719 Personal_Narrative
Aug 28, 2025 5 likes Why Canadians Are Turning Against …
I like you & your attitude about coming to Canada. I’m subscribing. I feel for the young girl looking for a job. There are tons of jobs on indeed in my city. I apply for …
I like you & your attitude about coming to Canada. I’m subscribing. I feel for the young girl looking for a job. There are tons of jobs on indeed in my city. I apply for both part & full time. I apply for at least 10-20 a day. I’m not getting calls for interviews. I’ve even applied twice to one job because I was not chosen but 2 weeks later the same position was back. I’m fortunate enough to not have to work. I have a husband that makes a very good salary that pays for all of the bills , groceries & vacations. Up until Covid collapsed my 2 franchises & I was sinking more money in than making it I had to sell one for 1/3 of what I paid for it & give the other away. I started a small business at home doing lash extensions. I have my regular clients. But if I want to save my own money it’s not sustainable or steady. I want to work because I enjoy leaving my home not to just go grocery shopping or visit family. That’s even if they are home from work. I like having a purpose. I’m skilled in accounting, cleaning, sales, marketing, customer service you name it. Many might say that I’m very lucky. I am very blessed but it’s also very lonely. Plus I have always worked & had independence. I hate asking my husband to send me money so I can pay my cell, credit card bills. I don’t even go shopping without him for new clothes because I rely on him to pay for those too. Hypothetically we broke up tomorrow I’d be screwed. I worry about if he dies. There’s life insurance but we still have a mortgage to pay & monthly bills. Plus of course I’d make sure his kids got some too. Not to mention I’ve had mental health struggles with social anxiety & agoraphobia years ago. The more I stay home the more I get anxious about going out. Days can get boring & then I find myself napping all afternoon. I need a job. I just want my own money. I don’t want to go to my husband every 3 months & ask him to send me 2000.00 to clear up my overdraft for one business day. I don’t even want to have to use it. Sorry for the rant but I feel that even when filing out applications many times I’m asked if I’m racialized. In other words is my skin brown.
Identity Attack0.005771666
Insult0.012946909
Profanity0.013576009
Threat0.006382086
Severe Toxicity0.0010490417
Low Tox 0.021549871 Constructive 0.835 Personal_Narrative
Sep 8, 2025 Why Canadians Are Turning Against …
For the last decade, Canada has been aggresively trying to boost its population in order to avoid a population collapse among native born Canadians in the next 20 years. Demographics are destiny. Governments need people …
For the last decade, Canada has been aggresively trying to boost its population in order to avoid a population collapse among native born Canadians in the next 20 years. Demographics are destiny. Governments need people to support the economy and tax system. You can’t have economic growth without population growth.
Identity Attack0.006511623
Insult0.00971689
Profanity0.009587918
Threat0.006479179
Severe Toxicity0.00076293945
Low Tox 0.017592486 Moderate Con 0.357 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada’s fertility rate collapsed to ~1.25 (historic low). Instead of supporting families, housing, and wages, government chose population replacement via mass immigration. That’s not demographic policy — that’s demographic outsourcing.
Canada’s fertility rate collapsed to ~1.25 (historic low). Instead of supporting families, housing, and wages, government chose population replacement via mass immigration. That’s not demographic policy — that’s demographic outsourcing.
Identity Attack0.005956655
Insult0.008291881
Profanity0.008887654
Threat0.006039023
Severe Toxicity0.0006008148
Low Tox 0.014639461 Moderate Con 0.427 Policy_Critique
Jan 27, 2026 1 likes 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.