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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

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Active: "So they only employed their …" 149 comments · Page 6 of 6
Immigration is a federal responsibility, not provincial and Canada should remain a welcoming country to all immigrants imo, but, if you're here on a work or student visa, newcomers should have to prove employment, training, …
Immigration is a federal responsibility, not provincial and Canada should remain a welcoming country to all immigrants imo, but, if you're here on a work or student visa, newcomers should have to prove employment, training, full-time enrollment, and residency on a quarterly basis. It would drastically limit people becoming ghosts in the system. Refugees and asylum seekers should be allowed 1 appeal only and removed immediately if their claim has been denied. A 90-day grace period should be enacted to get their paperwork and affairs in order. If you're here for a better life, steps should be taken to ensure you're actively trying to accomplish that goal until citizenship is granted. Jmho.
Identity Attack0.024198212
Insult0.018323302
Profanity0.012107162
Threat0.008712323
Severe Toxicity0.0018596649
Low Tox 0.045625936 Constructive 0.697 Policy_Critique
Feb 24, 2026 LILLEY UNLEASHED: The fall of …
As a Canada who speaks both French and English and who follows politics quite closely, I have to say that the headline and some of the reporting here is quite misleading. A reduction in immigration …
As a Canada who speaks both French and English and who follows politics quite closely, I have to say that the headline and some of the reporting here is quite misleading. A reduction in immigration has broad support across Canada. I wouldn't say that notion is dividing the country in any significant way. You do have certain industry groups that disagree, but among the population these reductions have broad support. This is a historic change in public opinion in Canada, but it has been driven by the unprecedented increase in immigration under the last term of the Trudeau government. To put this in context, non-permanent residents in Canada numbered around 1.5 million on Q3 2023, but by Q3 2025, that number sat a just over 3 million. The previous government increased immigration targets by 3 or 4 times over what they had been for years, which caused a number of economic issues. Essentially, the volume was simply too high for the economy and society to support. This was unfair to both Canadians and new comers, many of which could not find employment or afford a decent place to live. The changes being suggested are largely bringing Canada back to what the targets were for over a decade before, though a bit lower to account for the sudden surge. Canada remains one of the most pro-immigration countries in the world. However, and this is where I think DW's reporting is misleading, there is a distinction to be made between policies at the federal level and policies at the provincial level. Immigration, per our constitution, is a federal matter, however, Quebec in particular is distinct from other provinces. I don't mean only culturally and linguistically, but also in the powers that have been devolved to it by the federal government. On the question of immigration, Quebec has more powers and more ability to set its immigration targets and programs than any of the other 9 provinces. The particular program discussed here, the Quebec Experience Program (PEQ), is a particular immigration stream that only existed in Quebec. So what is happening with that program cannot be labeled as a whole-of-Canada thing. Where the changes to the PEQ are controversial, unlike the general changes at the federal level, is that people who immigrated under that specific program were promised certain things. There was a multi-year time line to Permanent Residency and then Citizenship. Many of those people have been in Quebec for 5-8 years already. However, the changes made to the program were done in such a way where people who many years into the program, had gotten an education, started a career, had children, ect. are now being told they can't continue and must leave Canada. There are even stories of people who married Canadians, now have children, and the one parent who was under this program now faces the possibility of having to leave Canada and be separated from their family. All through no fault of their own. That is what many people see as unfair, and I agree, however limiting future applications under the program, to bring in less people, that is not controversial. Canada has no responsibility to bring in people who are not already in Canada, but Canada does have some responsibility towards people who uprooted their lives to move to Canada and built new lives here based on promises and representations made to them by the Canadian and Quebecois governments. We should no simply kick those people out of the country.
Identity Attack0.011099357
Insult0.022899706
Profanity0.013029462
Threat0.0067316215
Severe Toxicity0.0012397766
Low Tox 0.043399423 Constructive 0.821 Policy_Critique
Feb 11, 2026 29 likes Canada's tighter immigration policy divides …
What the government needs to do,is if they were rejected send them home and if they hide don’t give them papers even if they get married just don’t give them, and if they were found …
What the government needs to do,is if they were rejected send them home and if they hide don’t give them papers even if they get married just don’t give them, and if they were found working change their employers 100000 for each person with out papers
Identity Attack0.008731495
Insult0.016556932
Profanity0.0118338885
Threat0.008220384
Severe Toxicity0.001335144
Low Tox 0.04216247 Moderate Con 0.35 Policy_Critique
Feb 23, 2026 15 likes 'We do know that there's …
If the dont leave voluntarily, then we need ice like moves, i have been living in canada for 25 years, when we applied to come here, we had to wait years where my country was …
If the dont leave voluntarily, then we need ice like moves, i have been living in canada for 25 years, when we applied to come here, we had to wait years where my country was in civil war. These ppl that are here as a student and temporary residents,, must understand the law and that there is a legal way to come and live here. If they force themselves to stay, then we need worse than ice for them to face.. with crimes, healthcare and employment rate down, its the best option
Identity Attack0.008657498
Insult0.018001022
Profanity0.011458136
Threat0.008453408
Severe Toxicity0.0014877319
Low Tox 0.04067813 Constructive 0.736 Personal_Narrative
Jan 16, 2026 2.9 million Canadian temporary visas …
Higher and train Canadians🇨🇦🇨🇦🇨🇦🇨🇦 Employers hiring foreign workers should pay 50% to 80% taxes on their profits
Higher and train Canadians🇨🇦🇨🇦🇨🇦🇨🇦 Employers hiring foreign workers should pay 50% to 80% taxes on their profits
Identity Attack0.024801146
Insult0.014124917
Profanity0.010587076
Threat0.006433869
Severe Toxicity0.0013160706
Low Tox 0.039935954 Low Con 0.234
Sep 29, 2025 2 likes IRCC Names India in Study …
So they only employed their own kind?
So they only employed their own kind?
Identity Attack0.012641981
Insult0.0140109155
Profanity0.0127903465
Threat0.0069646453
Severe Toxicity0.0012969971
Low Tox 0.03969839 Low Con 0.234 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
Check Tim Hortons and every job Indian students are working and heavily fine the employers.
Check Tim Hortons and every job Indian students are working and heavily fine the employers.
Identity Attack0.025605056
Insult0.014504919
Profanity0.011628932
Threat0.006686311
Severe Toxicity0.0011730194
Low Tox 0.03828422 Moderate Con 0.464
Oct 24, 2025 IRCC Names India in Study …
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)
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 …
you are doing great job,yes lots of them working instead going to school, i witness too and even question him are you student? because seems not going to school but work everyday their employer is …
you are doing great job,yes lots of them working instead going to school, i witness too and even question him are you student? because seems not going to school but work everyday their employer is same with employee same country
Identity Attack0.009693438
Insult0.012680908
Profanity0.013131939
Threat0.006220264
Severe Toxicity0.0011253357
Low Tox 0.029799197 Constructive 0.706 Personal_Narrative
Oct 2, 2025 IRCC Names India in Study …
They're rapidly replacing the entire workforce at my place of employment. I can say where because I'll get in trouble with HR Karen.
They're rapidly replacing the entire workforce at my place of employment. I can say where because I'll get in trouble with HR Karen.
Identity Attack0.0025343532
Insult0.012490907
Profanity0.01174849
Threat0.008789998
Severe Toxicity0.0009202957
Low Tox 0.029092113 Moderate Con 0.456 Personal_Narrative
Sep 29, 2025 1 likes IRCC Names India in Study …
You don’t need permit to work in Canada. They all are employed by their friends and family. So you get zero tax.
You don’t need permit to work in Canada. They all are employed by their friends and family. So you get zero tax.
Identity Attack0.012641981
Insult0.012376905
Profanity0.010194245
Threat0.0058739646
Severe Toxicity0.000872612
Low Tox 0.028385026 Low Con 0.268
Oct 1, 2025 10 likes IRCC Names India in Study …
If any employer sees the candidate has a diploma from one of these smaller or fly by night colleges they should scrap that resume. The students never earned that diploma.
If any employer sees the candidate has a diploma from one of these smaller or fly by night colleges they should scrap that resume. The students never earned that diploma.
Identity Attack0.0027193425
Insult0.012984909
Profanity0.011423977
Threat0.0068028234
Severe Toxicity0.0006246567
Low Tox 0.027560094 Low Con 0.244 Policy_Critique
Oct 1, 2025 IRCC Names India in Study …
Anything for students employment opportunities or are they just for foreign students still?
Anything for students employment opportunities or are they just for foreign students still?
Identity Attack0.016360072
Insult0.010476895
Profanity0.010433359
Threat0.0059257476
Severe Toxicity0.0008010864
Low Tox 0.026499467 Low Con 0.282 Question
Jan 11, 2026 45 likes Canada’s new rules in 2026
If the schools never told the gov about missing students do the employers tell the gov about missing workers?????
If the schools never told the gov about missing students do the employers tell the gov about missing workers?????
Identity Attack0.003311308
Insult0.010590895
Profanity0.011014067
Threat0.006537435
Severe Toxicity0.00081539154
Low Tox 0.021903414 Low Con 0.289
Jan 14, 2026 IRCC Names India in Study …
My father immigrated to Canada from India in 1961 to complete his PhD, where he met my mother, a local farm girl. They married, and he soon joined Agriculture Canada as a research scientist at …
My father immigrated to Canada from India in 1961 to complete his PhD, where he met my mother, a local farm girl. They married, and he soon joined Agriculture Canada as a research scientist at the Regina Research Station in 1963. Over his remarkable 40-year career, he contributed significantly to the evolution of herbicide research during a transformative era for Canadian agriculture. In the 1960s, as herbicide use surged across the prairies—building on early selective compounds like 2,4-D introduced post-World War II—his work focused on environmental residues and applicator safety, helping refine application methods amid a boom that saw the number of available herbicides in Canada and the U.S. rise from about 25 in 1950 to over 100 by the end of the decade. This period marked the widespread adoption of chemicals for weed control, enabling reduced tillage and boosting crop yields in grain production. By the 1970s, Agriculture Canada's efforts intensified with the introduction of groundbreaking non-selective herbicides like glyphosate, which revolutionized prairie farming by facilitating no-till practices and minimizing soil erosion while controlling persistent weeds. My father's studies on herbicide drift, persistence in air and soil, and human exposure played a key role in ensuring safer, more effective use, aligning with broader innovations that transformed western Canada's grain sector into a global powerhouse. Into the 1980s, as resistance issues emerged and manufacturing processes improved to reduce contaminants like dioxins in phenoxy herbicides, his research supported sustainable advancements, including better monitoring and guidelines that influenced international standards. Through these decades, his pioneering contributions helped develop and optimize herbicides now employed worldwide, fundamentally changing farming practices and enhancing productivity across the vast Canadian prairies.
Identity Attack0.0053276913
Insult0.011920903
Profanity0.011936366
Threat0.006809296
Severe Toxicity0.0009441376
Low Tox 0.019226074 Constructive 0.633 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
How many employers are being subsidized for workers who are not at work????
How many employers are being subsidized for workers who are not at work????
Identity Attack0.0019608864
Insult0.007645877
Profanity0.009767254
Threat0.0059516393
Severe Toxicity0.0005030632
Low Tox 0.011937759 Low Con 0.251
Jan 14, 2026 IRCC Names India in Study …
What does it mean to sponsor a work permit? Work Visa. Work-force Mobility. Visa sponsorship refers to the process where an individual or organization takes responsibility for supporting a foreign national to enter or stay …
What does it mean to sponsor a work permit? Work Visa. Work-force Mobility. Visa sponsorship refers to the process where an individual or organization takes responsibility for supporting a foreign national to enter or stay in another country. In the workplace, employers may sponsor their employees to obtain a foreign visa and relocate abroad for a job. Velocity Global What Is Visa Sponsorship? - Velocity Global Who can sponsor a work permit? a sponsoring employer
Identity Attack0.005105704
Insult0.007028373
Profanity0.010313802
Threat0.006304411
Severe Toxicity0.0006723404
Low Tox 0.011497946 Moderate Con 0.465
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
100% Common sense! At some point, the Canadian government needs to prioritize Canadian and permanent residents; And let employers cover the cost of discounted private insurance for work permit holders.
100% Common sense! At some point, the Canadian government needs to prioritize Canadian and permanent residents; And let employers cover the cost of discounted private insurance for work permit holders.
Identity Attack0.0039587705
Insult0.007930879
Profanity0.009357343
Threat0.00598724
Severe Toxicity0.0005578995
Low Tox 0.010492661 Constructive 0.57 Policy_Critique
Feb 24, 2026 'We do know that there's …
So can't they track the students by their SIN number to see where they may be employed.
So can't they track the students by their SIN number to see where they may be employed.
Identity Attack0.0020256327
Insult0.0072468747
Profanity0.00997221
Threat0.0062267366
Severe Toxicity0.0005364418
Low Tox 0.009990019 Low Con 0.27
Sep 28, 2025 1 likes IRCC Names India in Study …
I know someone who ask the her employer to change her work position inorder to meet the requirements of IRCC she was under pgwp and recently submitted her PR application
I know someone who ask the her employer to change her work position inorder to meet the requirements of IRCC she was under pgwp and recently submitted her PR application
Identity Attack0.0023493639
Insult0.006952373
Profanity0.011167783
Threat0.006440342
Severe Toxicity0.000603199
Low Tox 0.008921904 Constructive 0.668 Personal_Narrative
Sep 29, 2025 IRCC Names India in Study …
Perfect we need more employment for Canadian citizens.
Perfect we need more employment for Canadian citizens.
Identity Attack0.00046855383
Insult0.00026281952
Profanity0.000022183114
Threat0.000057540703
Severe Toxicity0.0000022584109
Low Tox 0.0011361284
Apr 15, 2025 73 likes
It seems that tariffs and job shortages have limited the employment opportunities needed to help them. Additionally, they can't afford to hire people in this economy.
It seems that tariffs and job shortages have limited the employment opportunities needed to help them. Additionally, they can't afford to hire people in this economy.
Identity Attack0.000049910817
Insult0.0001367917
Profanity0.00001741048
Threat0.000019344341
Severe Toxicity0.0000024342419
Low Tox 0.00031251422
Apr 17, 2025 3 likes
1:47 There's no employment for people in Canada or coming to Canada. Everything seams to be shutting down. The dollar exchange value make's it more expensive for items to buy.
1:47 There's no employment for people in Canada or coming to Canada. Everything seams to be shutting down. The dollar exchange value make's it more expensive for items to buy.
Identity Attack0.000055455548
Insult0.00013564127
Profanity0.000018634464
Threat0.000021238433
Severe Toxicity0.0000025885317
Low Tox 0.0003046435 Economic_Argument
Apr 15, 2025 17 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.