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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: "New rules should be no …" 36 comments · Page 2 of 2
I lived in Canada for 11 years, 2008 - 2019, went to university and worked in Toronto. I come from an upper-middle class family in China, went to a top university in Canada, landed good …
I lived in Canada for 11 years, 2008 - 2019, went to university and worked in Toronto. I come from an upper-middle class family in China, went to a top university in Canada, landed good jobs and I speak English like a native. I got my PR in 2015 and I remember the painful uphill battle I had to go through just get that. All the bureaucracy, redtape, unnecessarily rigid rules, high cost and long wait I received from CIC/IRCC felt like a humiliation to me. Every document was scrutinized and every step had obstacle that fealt unreasonable (my TOEFL examiner ask me why I had to do the language test required by CIC, and I had to visit a notary to validate my Chinese national ID card). It felt uneasy but I understood that these were the rules that everyone had to go through, and moving and integrating into a new society was never meant to be easy. I went back to Canada in 2021 and 2024, and it was evident that the country I once called home had gone down the hill. The streets were screaming crime, unemployment, inflation, drug and filth, it's total social rot. As someone who went through the whole immigration process (and many of my friends who went through the same have left Canada for good, like myself), I attribute much of this to failed immigration policy. I cannot help but feel confused, angry, betrayed and humiliated when I look at the recent immigration policies of Canada and their results, and compare with what I had to go through. The feeling sums up to: Canada penalizes the hard-working and law-abiding people, and rewards the undeserved and the cheaters. Example: when the US creates wars in the Middle East, why does CANADA bear the cost of bringing in refugees? I never regretted moving back to China and East Asia, and I feel bad for those who still truly think of Canada as home, as I am one myself. When the leadership of a country deviates from pragmatism, reason and common sense, and instead embraces idealogies, hypocrisy and political optics, this is what happens. The prices are paid by everyone, immigrant or not. For this, Trudeau deserves a court trial for his incompetence and dereliction of duty; and the people of Canada need some honest and serious retrospection. I will share some words of wisdom by the late Lee Kwan Yew: “Whoever governs Singapore (LKY was the PM and founding father of Singapore) must have that iron in him. Or give it up. This is not a game of cards, this is your life and mine. I've spent a whole lifetime building this and as long as I'm in charge, nobody is going to knock it down.” I hope the clownish weakling politicians in Canada (and, in much of the western world nowadays) can be enlightened a little bit.
Identity Attack0.01465176
Insult0.03158728
Profanity0.018187506
Threat0.0072235605
Severe Toxicity0.0019073486
Low Tox 0.07371122 Constructive 0.819
Oct 8, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I was the lawyer invited to this interview, and after reading some comments celebrating the end of the PEQ, I feel the need to clarify a few things. The people affected by this are not …
I was the lawyer invited to this interview, and after reading some comments celebrating the end of the PEQ, I feel the need to clarify a few things. The people affected by this are not “abusing the system.” this was the program for people that came here legally and are working. To qualify for the PEQ, they had to be working full time, they pay taxes, they speak the language. They’re fixing our roads, keeping hospitals running, welding, machining, doing the jobs most of us take for granted every single day. The hard truth is that Canadians have stopped having enough children, and we simply don’t have enough young people with the skills to fill these roles. Yes, we absolutely should invest more in education and trade programs for our youth — my employer clients are begging young people to become mechanics, welders, skilled workers, often in the regions. Most don’t take those jobs, and even when they do, training takes two to three years. Our industries need people now, or parts of the economy will stall, and that affects all of us as Quebecers and Canadians. These workers are not asking for charity. They are already on the front lines keeping key sectors alive. Ending programs like the PEQ doesn’t punish “illegals” or “free riders”; it punishes people who are already integrated, working, and contributing to the society we all share. Also, all they are asking is for the new rules to not be applied to them retroactively, only for those coming new into the country, otherwise it is rug pulling those already here that played by the rules, and when the government does it to us we don't like, on principle of fairness, whatever you think of the numbers, too high too low, doesn't matters, it is the least we can all get behind as humans.
Identity Attack0.008583503
Insult0.028281843
Profanity0.01893901
Threat0.007197669
Severe Toxicity0.0017166138
Low Tox 0.058737632 Constructive 0.841 Personal_Narrative
Nov 22, 2025 Quebec Ends Economic Immigration Program …
The new rules are someone born in India can be considered a citizen for healthcare and education
The new rules are someone born in India can be considered a citizen for healthcare and education
Identity Attack0.027815815
Insult0.012186904
Profanity0.016342908
Threat0.0074306927
Severe Toxicity0.0017261505
Low Tox 0.041172907 Low Con 0.144 Unverified_Claim
Jan 15, 2026 Canada’s new rules in 2026
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)
Oh there’s plenty of new laws and rules coming with Xi-Carney.
Oh there’s plenty of new laws and rules coming with Xi-Carney.
Identity Attack0.002552852
Insult0.010438894
Profanity0.011458136
Threat0.0067898775
Severe Toxicity0.0008869171
Low Tox 0.019351736 Low Con 0.136
Jan 17, 2026 Canada’s new rules in 2026
I think Canada has more than done its part forever, it's time for other countries to step up also. I trust the new immigrations rules are consistent with international human rights standards as well as …
I think Canada has more than done its part forever, it's time for other countries to step up also. I trust the new immigrations rules are consistent with international human rights standards as well as what's best for Canada.
Identity Attack0.0054756827
Insult0.0072278744
Profanity0.009340264
Threat0.0062008454
Severe Toxicity0.0006079674
Low Tox 0.010618322 Constructive 0.661
Dec 24, 2025 Deportations From Canada at Their …
These immigrants were scheduled to leave anyway. They were well aware of it. So, it is not based on new immigration rules. The government tried to force too many people into the country, causing a …
These immigrants were scheduled to leave anyway. They were well aware of it. So, it is not based on new immigration rules. The government tried to force too many people into the country, causing a spike in housing prices and many other problems. This then affected every Canadian. A lot are becoming even poorer. It is one of the reasons they had more tent cities and 2 million people going to food banks along with 2/3 of Canadians with only 500.00 a month after all monthly bills were paid. That's 2/3 of Canadians. The Convoy had released these figures over a year ago at CPAC. Proving that Canada is in a huge mess economically because of these Liberal policies. @minimaxmiaandme.4971 - I don't hide behind a fake name. The Supreme Court ruled in favor of the convoy or did you forget? The Liberals violated Canadians' Constitutional Rights to Protest. Which proves they are more credible than the Liberals. Now be man enough to show your real identity.
Identity Attack0.00017204595
Insult0.00035070546
Profanity0.000051291976
Threat0.00004996549
Severe Toxicity0.000008668661
Low Tox 0.00093127653 Economic_Argument
Apr 15, 2025 18 likes
If you want to avoid the new rules, just don't go to Magastan.
If you want to avoid the new rules, just don't go to Magastan.
Identity Attack0.00020226324
Insult0.00026642453
Profanity0.00003636607
Threat0.000039109203
Severe Toxicity0.0000021943258
Low Tox 0.000837633
Dec 7, 2025 245 likes
Why care about new rules? I'm never going back 😂
Why care about new rules? I'm never going back 😂
Identity Attack0.000067663575
Insult0.0001594451
Profanity0.000023979906
Threat0.000024808189
Severe Toxicity0.0000022832548
Low Tox 0.0004001966 Humor_Satire
Dec 9, 2025
What new rules?
What new rules?
Identity Attack0.00006332955
Insult0.00015990308
Profanity0.000019253315
Threat0.000018506953
Severe Toxicity0.0000019735728
Low Tox 0.00038578015
Dec 7, 2025 6 likes
What are the rules for dual citizens living in Canada. Can we use our American passport to enter and return to Canada on Canadian passport. Is that legal under new laws?
What are the rules for dual citizens living in Canada. Can we use our American passport to enter and return to Canada on Canadian passport. Is that legal under new laws?
Identity Attack0.00008250188
Insult0.00013035386
Profanity0.000020754725
Threat0.000023985875
Severe Toxicity0.0000028491775
Low Tox 0.00034495955 Question
Dec 10, 2025

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.