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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 #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "As a Canadian citizen I …" 242 comments · Page 9 of 10
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t …
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t pass the IELTS (English proficiency test) entered the country on visitor visas or through spousal sponsorships—some of which were questionable or fraudulent. During that time, the government was converting visitor visas into work permits with little to no scrutiny. Background checks and rejections were rare. Meanwhile, colleges rapidly expanded their intake capacity—understandably so, since international students pay three to four times more in tuition. At the same time, due to inflationary pressures, the government allowed international students to work 40 hours per week instead of the previous 20-hour limit. This created a new, ready-to-work labor force in just a year or two, heavily impacting the retail sector. As a result, a large portion of retail jobs shifted toward a single ethnic group, while many Canadian citizens found themselves sidelined. One key factor was flexibility. Many immigrant communities—particularly Indian—were more willing to accept irregular hours and last-minute shifts, often adopting a more compliant, “yes sir” attitude that employers found appealing. However, I’m already beginning to notice changes in the retail landscape, likely due to the government finally tightening immigration rules. Going forward, we don’t need to close our doors—but we do need smarter immigration policies, with proper checks and balances, to ensure fairness and sustainability for everyone.
Identity Attack0.010211408
Insult0.020772645
Profanity0.012961143
Threat0.006757513
Severe Toxicity0.0012016296
Low Tox 0.03828422 Constructive 0.779
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
The problem is that we don't have enough homes and jobs. If anything, as a Canadian, my dad coming from Ireland as an imagrant; everyone deserves an opportunity. Working in insurance, just wanna mention so …
The problem is that we don't have enough homes and jobs. If anything, as a Canadian, my dad coming from Ireland as an imagrant; everyone deserves an opportunity. Working in insurance, just wanna mention so some of these judgemental people who have spoken understand that Canadian hospitals bill patients who are not citizens.
Identity Attack0.018369852
Insult0.015948927
Profanity0.009852652
Threat0.006168481
Severe Toxicity0.0008916855
Low Tox 0.03781283 Constructive 0.825 Personal_Narrative
Dec 18, 2025 Inside Canada's Indian Metropolis (Brampton)
Another important concern is that visa officers in certain countries who facilitated fake applications through bribery should be thoroughly investigated, while many genuine and legitimate visitor‑visa applicants — who simply wished to visit Canada and …
Another important concern is that visa officers in certain countries who facilitated fake applications through bribery should be thoroughly investigated, while many genuine and legitimate visitor‑visa applicants — who simply wished to visit Canada and enjoy places like Niagara Falls — were unfairly rejected. The full staff in these offices should be reassigned, and the approval systems and procedures should be completely overhauled to ensure transparency, accountability, and proper decision‑making going forward. Immigrants who have legitimately obtained Permanent Residence or Canadian citizenship are also facing unfair barriers, especially in the job market. Despite having full legal status, many are not even given interview opportunities, while corrupted or poorly monitored ATS systems are being exploited by bad actors. Employers — including major banks and other leading organizations — have hired temporary workers without properly verifying their status or detecting fake documentation. Canada needs a clear hiring principle: priority should be given to Canadian citizens and Permanent Residents first, and only when no qualified applicants exist should other categories be considered. LMIA approvals should be paused to prevent misuse and ensure fairness for those who have followed the legal pathway. Strengthening verification processes and enforcing employer accountability would help restore integrity and fairness in both the immigration and employment systems. Many of these immigrants have sacrificed their assets and life savings in their home countries, embraced Canada as their new motherland, and now find themselves suffering with no realistic path to return — making fairness and accountability in the system even more essential.
Identity Attack0.0071405866
Insult0.021803947
Profanity0.011646013
Threat0.006848133
Severe Toxicity0.0010585785
Low Tox 0.037105743 Constructive 0.723
Jan 4, 2026 Deportations From Canada at Their …
Simple, vote in the liberal government. The assurance that they were always put others first before any Canadian citizens.
Simple, vote in the liberal government. The assurance that they were always put others first before any Canadian citizens.
Identity Attack0.016159095
Insult0.016100928
Profanity0.009716015
Threat0.0062914654
Severe Toxicity0.00096797943
Low Tox 0.036162965 Moderate Con 0.382
Jun 18, 2025 10 likes How Canada broke its immigration …
It’s about time and I have nothing to say about bad about immigration as thats how Canada was built and I’ve come to realize that Canadian Citizens are paying the government for rent to live …
It’s about time and I have nothing to say about bad about immigration as thats how Canada was built and I’ve come to realize that Canadian Citizens are paying the government for rent to live in Canada to a particular group of people who weren’t the First people of Canada especially if the Government allows the information out !! Also 340 million is cheaper than keeping them here
Identity Attack0.01666154
Insult0.014276917
Profanity0.00997221
Threat0.0063432488
Severe Toxicity0.0011396408
Low Tox 0.036162965 Constructive 0.609
Dec 31, 2025 1 likes Deportations From Canada at Their …
No benefit for Canadian citizen's just higher cost to working Canadian's / retired Canadian citizens forced to go back to work.
No benefit for Canadian citizen's just higher cost to working Canadian's / retired Canadian citizens forced to go back to work.
Identity Attack0.017766917
Insult0.013668913
Profanity0.009263406
Threat0.006589218
Severe Toxicity0.0011205673
Low Tox 0.033806015 Moderate Con 0.365
Jan 12, 2026 11 likes Canada’s new rules in 2026
No healthcare for non Canadians, new citizens should pay minimum 5 years in taxes before benefiting from Universal healthcare and subsidized university.
No healthcare for non Canadians, new citizens should pay minimum 5 years in taxes before benefiting from Universal healthcare and subsidized university.
Identity Attack0.017967897
Insult0.014162917
Profanity0.009596458
Threat0.006220264
Severe Toxicity0.0011539459
Low Tox 0.03357032 Low Con 0.23 Policy_Critique
Feb 24, 2026 6 likes 'We do know that there's …
The 10:57 fact that they are thriving and Canadian born citizens can’t afford groceries and are living pay check to pay check
The 10:57 fact that they are thriving and Canadian born citizens can’t afford groceries and are living pay check to pay check
Identity Attack0.015958117
Insult0.013706914
Profanity0.010006369
Threat0.0059322207
Severe Toxicity0.0010538101
Low Tox 0.033334624 Moderate Con 0.351 Economic_Argument
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Why stop there? Until they fix inflation and every other housing issue CANADIAN citizens need a break. We do need immigration, controlled and properly maintained immigration.
Why stop there? Until they fix inflation and every other housing issue CANADIAN citizens need a break. We do need immigration, controlled and properly maintained immigration.
Identity Attack0.014551271
Insult0.012604907
Profanity0.009750174
Threat0.0066151097
Severe Toxicity0.0010633469
Low Tox 0.03192045 Constructive 0.501
Dec 24, 2025 1 likes Deportations From Canada at Their …
How and where does a Canadian citizen go to report this wrong doing?
How and where does a Canadian citizen go to report this wrong doing?
Identity Attack0.014149316
Insult0.013630914
Profanity0.010347961
Threat0.006699257
Severe Toxicity0.0009918213
Low Tox 0.031449065 Low Con 0.267 Question
Sep 29, 2025 IRCC Names India in Study …
What about entirely stopping the temporary foreign workers program, for every industry, other than agricultural. Canadians need jobs, too. It can't ALL benefit big business at the expense of unemployed Canadian citizens.
What about entirely stopping the temporary foreign workers program, for every industry, other than agricultural. Canadians need jobs, too. It can't ALL benefit big business at the expense of unemployed Canadian citizens.
Identity Attack0.014450782
Insult0.01313691
Profanity0.00993805
Threat0.0062849927
Severe Toxicity0.0009250641
Low Tox 0.03015274 Constructive 0.526 Policy_Critique
Jan 19, 2026 14 likes Why Canada’s immigration system has …
Three years to become a Canadian citizen what are we turning into a USA? I have many friends that live in Windsor and their wife is a nurse in Detroit and they had all their …
Three years to become a Canadian citizen what are we turning into a USA? I have many friends that live in Windsor and their wife is a nurse in Detroit and they had all their kids in Detroit and have dual citizen. Can’t do that no more.
Identity Attack0.01756594
Insult0.0118069025
Profanity0.010262563
Threat0.006149062
Severe Toxicity0.0010490417
Low Tox 0.030034892 Constructive 0.658
Jan 21, 2026 Canada’s new rules in 2026
You're a Canadian citizen, not a Canadian?That means something totally different.Canadian citizen and a canadian are two different things
You're a Canadian citizen, not a Canadian?That means something totally different.Canadian citizen and a canadian are two different things
Identity Attack0.018470341
Insult0.011046898
Profanity0.011167783
Threat0.0060260775
Severe Toxicity0.0009441376
Low Tox 0.028385026 Moderate Con 0.407
Nov 7, 2025 Inside Canada's Indian Metropolis (Brampton)
Canada has welcomed criminals and members of terr0r organizations in the last 10 years, even has paid millions of $$$ to them. So, any normal country that cares for the wellbeing of their citizens would …
Canada has welcomed criminals and members of terr0r organizations in the last 10 years, even has paid millions of $$$ to them. So, any normal country that cares for the wellbeing of their citizens would want to protect its borders from those “Canadians”
Identity Attack0.008588185
Insult0.007371856
Profanity0.000062916915
Threat0.00027536758
Severe Toxicity0.000004110165
Low Tox 0.027917115 Unverified_Claim
Dec 9, 2025
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has …
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has run out, and during this stressful time, I have only had 4 actual interviews with real human beings. I am also a caregiver for both of my parents, and working remotely has been my profession for the last 7 years. Remote work allows me to both care for them and bring in a full-time income. Despite having 30 years of customer service experience, I find myself being overlooked. Many companies now use AI to prescreen resumes, so if your resume isn’t ATS-friendly, it often never gets seen by a human. Even if you make it past that stage, there are endless AI-driven assessments before you even have a chance to speak with someone. And when you finally do, it’s often yet another layer of screening rather than a real interview. I know I bring value — I consistently receive compliments from customers across cultures for speaking clearly, precisely, and making their experience enjoyable. Yet I find myself competing with younger candidates who can work longer hours, or new immigrants that companies often prioritize, sometimes with government incentives. At 55, I feel like I’m being overlooked despite my proven skills and professionalism. Right now, I live with my retired parents and should be caring for them. Instead, my father is helping me pay my bills so I don’t ruin the credit I worked so hard to build. If I don’t secure a job soon, I fear I’ll lose everything else I’ve managed to hold onto. The stress is overwhelming — I cry daily, and on top of everything, I also face health issues of my own, but I have no space to focus on them because survival takes priority. Canada today feels very different from the country I grew up in. Since the pandemic, things have become harder in every way — jobs, housing, and simply living. Even if I manage to secure work, rent alone now takes up nearly 75% of what I’d earn, not even including other basic bills. It’s disheartening to feel like no matter how hard I push, I can’t get ahead.
Identity Attack0.006474625
Insult0.015796926
Profanity0.014293353
Threat0.0064079775
Severe Toxicity0.0012207031
Low Tox 0.027560094 Constructive 0.813 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …
Which massive projects you're talking about, I am a Canadian citizen and I have been unemployed for the last 8 months.
Which massive projects you're talking about, I am a Canadian citizen and I have been unemployed for the last 8 months.
Identity Attack0.006992595
Insult0.012110904
Profanity0.010621235
Threat0.0061231707
Severe Toxicity0.00072956085
Low Tox 0.026263772 Constructive 0.586 Personal_Narrative
Jan 20, 2026 21 likes Why Canada’s immigration system has …
We are talking refugees here. Individual Immigrants get a work permit as part of their immigration and permanent residency package. Refugees get more benefits than Canadian citizens, Canadian senior citizens, and even Canadian Permanent Residents.
We are talking refugees here. Individual Immigrants get a work permit as part of their immigration and permanent residency package. Refugees get more benefits than Canadian citizens, Canadian senior citizens, and even Canadian Permanent Residents.
Identity Attack0.01766643
Insult0.010172892
Profanity0.00998929
Threat0.0060098954
Severe Toxicity0.000910759
Low Tox 0.025792383 Moderate Con 0.396
Dec 8, 2025 How much do refugees and …
All international students are required to provide documents and statement letters in their student visa applications to prove that they intend to return to their home countries after their studies. The only thing that is …
All international students are required to provide documents and statement letters in their student visa applications to prove that they intend to return to their home countries after their studies. The only thing that is expected (not guaranteed in any way) is a post-graduation work permit to give them a chance to acquire Canadian work experience and have enough points to apply for permanent residency if they choose to. The government should only be responsible for those who were already selected and approved for residency before changes to the regulations. All future applicants should be evaluated based on the latest changes. That is not new, and all current immigrant citizens had to adapt to the changes to requirements back in their time as well.
Identity Attack0.008250522
Insult0.013820915
Profanity0.011184863
Threat0.0063626673
Severe Toxicity0.0008869171
Low Tox 0.025085296 Constructive 0.622 Policy_Critique
Jan 22, 2026 Why Canada’s immigration system has …
1st person spoke Absolutely the Truth ! Canada was built by immigrants and they loved Canadian Values and that’s why it was here all the way to 2018 With the Liberals Federal and PROVINCIAL Governments …
1st person spoke Absolutely the Truth ! Canada was built by immigrants and they loved Canadian Values and that’s why it was here all the way to 2018 With the Liberals Federal and PROVINCIAL Governments with what they did to every single Canadian Citizen ! All an Agenda and there’s going to be a major snap back ! I hope We as Humanity wake up and join together to bring peace and prosperity back not by government but by each and every single Culture has an.
Identity Attack0.010803374
Insult0.011578901
Profanity0.00998929
Threat0.0060778605
Severe Toxicity0.0010681152
Low Tox 0.023671126 Constructive 0.691
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
That's not true, as a Canadian citizen i didn't see the difference on immigration.
That's not true, as a Canadian citizen i didn't see the difference on immigration.
Identity Attack0.013144426
Insult0.009507888
Profanity0.0098868115
Threat0.0057639256
Severe Toxicity0.00068187714
Low Tox 0.02343543 Constructive 0.579 Personal_Narrative
Dec 25, 2025 Deportations From Canada at Their …
If Canadian companies are not hiring Canadian citizens, who do you need to be looking at maybe the companies?
If Canadian companies are not hiring Canadian citizens, who do you need to be looking at maybe the companies?
Identity Attack0.013244915
Insult0.010096892
Profanity0.009664777
Threat0.0066733654
Severe Toxicity0.0008392334
Low Tox 0.02308189 Low Con 0.24
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Why can’t. I get some help , to getting a job , , I’m a Canadian. Citizen.
Why can’t. I get some help , to getting a job , , I’m a Canadian. Citizen.
Identity Attack0.009027477
Insult0.00971689
Profanity0.010211324
Threat0.0062785195
Severe Toxicity0.000872612
Low Tox 0.02107848 Moderate Con 0.496
Nov 21, 2025 5 likes Thousands of refugees allowed into …
Do the international students complaining about how they have to pay more for university than Canadian citizens not realize that we pay taxes that goes towards subsidizing our education?
Do the international students complaining about how they have to pay more for university than Canadian citizens not realize that we pay taxes that goes towards subsidizing our education?
Identity Attack0.0076585566
Insult0.0116169015
Profanity0.00951106
Threat0.0058448366
Severe Toxicity0.00064849854
Low Tox 0.020607091 Moderate Con 0.441
Oct 8, 2025 7 likes Inside Canada's Indian Metropolis (Brampton)
Being a citizen of Canada and 'Canadian' are two very different things.
Being a citizen of Canada and 'Canadian' are two very different things.
Identity Attack0.012139536
Insult0.009051885
Profanity0.010125926
Threat0.005877201
Severe Toxicity0.00079631805
Low Tox 0.019351736 Moderate Con 0.384 Identity_Assertion
Sep 23, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
5:54 Life saving health care treatment? What about Canadian citizens who've waited months/years in the queue for treatment?
5:54 Life saving health care treatment? What about Canadian citizens who've waited months/years in the queue for treatment?
Identity Attack0.0058826595
Insult0.009184887
Profanity0.009920971
Threat0.0064985976
Severe Toxicity0.0007247925
Low Tox 0.01822079 Moderate Con 0.442
Dec 24, 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.