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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: "I don't think too highly …" 35 comments · Page 2 of 2
Canada calls students to give them PGWP after finishing their educations in Canada. The students pay ultra high education and life expenses. Then, Canada says we don’t need this much skilled worker as white collar, …
Canada calls students to give them PGWP after finishing their educations in Canada. The students pay ultra high education and life expenses. Then, Canada says we don’t need this much skilled worker as white collar, but you can works as uber drivers or Tim Hortons workers. The reason is Canadian youths don’t want to work in those odd jobs. However, Canadian people complain about the immigrant odd workers. They think economy is bad because of those immigrants who paid thousands of dollars for education and have been working in odd jobs. This is stupidity. Canada government exploits immigrant students by making them spend thousands for education and can only provide odd jobs for most of the immigrant students who hold PGWP work visa. Then some almost-racist Canadian folks stand against immigrants who have actually been exploited.
Identity Attack0.08831879
Insult0.045593183
Profanity0.016889455
Threat0.007197669
Severe Toxicity0.0031089783
Low Tox 0.11357342 Constructive 0.589 Policy_Critique
Oct 4, 2025 IRCC Names India in Study …
I am afraid you are not asking the crucial question -- why did the government allow such massive immigration to Canada? Do you think the calculation of the government was to help immigrants by bringing …
I am afraid you are not asking the crucial question -- why did the government allow such massive immigration to Canada? Do you think the calculation of the government was to help immigrants by bringing in so many to Canada? Is the Canadian government truly that humane? Clearly one impetus for this mass immigration was Canadians cannot by themselves support all of the social systems -- healthcare, welfare, retirement, etc., so Canada needed immigrants who would work like drones to financially support the country. There is also the business interest. Everywhere you turn there is new high-rise being built with hundreds of apartment who do you think is going to pay the $3000 rent for those apartments? Canadians banks also love the deposits of hardworking immigrants. Don't get it twisted, immigrants have been allowed into Canada out of necessity not humanity.
Identity Attack0.052490227
Insult0.055547886
Profanity0.015967157
Threat0.0074436385
Severe Toxicity0.00289917
Low Tox 0.112540044 Constructive 0.685
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
There’s no divide. 100% of everybody I talk to in Canada thinks immigration levels are too high. And it doesn’t matter if the Canadians I talk to are Irish Canadians or if they are immigrants …
There’s no divide. 100% of everybody I talk to in Canada thinks immigration levels are too high. And it doesn’t matter if the Canadians I talk to are Irish Canadians or if they are immigrants from India. Every single person wants lower immigration.
Identity Attack0.10221587
Insult0.024768941
Profanity0.01309778
Threat0.0062008454
Severe Toxicity0.0021266937
Low Tox 0.11119666 Constructive 0.549
Feb 11, 2026 6 likes Canada's tighter immigration policy divides …
There are hardly any quality career opportunities to attract high quality immigrants from India. Those who are educated, for them salaries have increased far more than western countries in India so they are choosing to …
There are hardly any quality career opportunities to attract high quality immigrants from India. Those who are educated, for them salaries have increased far more than western countries in India so they are choosing to stay back. You are getting the lot who think despite lack of education, earning Dollars is easy once you migrate.
Identity Attack0.08666438
Insult0.027730936
Profanity0.011816809
Threat0.0060778605
Severe Toxicity0.0021266937
Low Tox 0.10522962 Moderate Con 0.435 Economic_Argument
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm glad Tyler is more or less neutral in his findings. It's true, many Indian's have come to Canada and I'm sure many do wish for a better life. Canadians understand this, but the methods …
I'm glad Tyler is more or less neutral in his findings. It's true, many Indian's have come to Canada and I'm sure many do wish for a better life. Canadians understand this, but the methods the government of Canada is doing to push the numbers too high and too quickly is what's surprising to many. It's the accountability of the government that should be under scrutiny. If immigration was moderate and consistent, the social issues would not be as rampant, but social media loves stir the pot. This is also happening while Canada's housing infrastructure is crumbling, healthcare is deteriorating and general cost of living in Canada has skyrocketed and priced many Canadians out of simple living and enjoyment. Do you think Canadians today are as happy or well off as Canadians even 5 years ago? Do the results reflect that of other countries besides Canada?
Identity Attack0.049989145
Insult0.032138187
Profanity0.017914234
Threat0.007145886
Severe Toxicity0.0020599365
Low Tox 0.09568449 Constructive 0.863 Policy_Critique
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Between immigrants and other countries that take tax money from the system is the reason why we are in the situation we are in. You may say why is that. I say the billions of …
Between immigrants and other countries that take tax money from the system is the reason why we are in the situation we are in. You may say why is that. I say the billions of dollars spent elsewhere could be spent on the people where it was taken from in the beginning. Canadians could be not living under the poverty rate or homeless or this opioid addiction do you know how much the medication cost for suboxone or methadone 375 a month. Meanwhile the cost for a prescription of hydromorphone cast 130 to 150 a month. So sick of how much money goes on this big opioid crisis and how much it could be helped. Housing homelessness could be solved. The list goes on the billions of dollars could help the Canadian people's. Mental health is at an all-time high what do you think people are going to do soon mabe look at the fires that happened purposely. Or soon to be homegrown terrorists. All because of spending tax money carelessly add not giving the citizens what they deserve. Sad butt it's inedible.
Identity Attack0.034816213
Insult0.028942931
Profanity0.013780965
Threat0.006861079
Severe Toxicity0.002117157
Low Tox 0.08320791 Constructive 0.721
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
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 …
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 …
I love Punjabis. They are the most humble and kind people to be around. Chardi Kala high spirits all around. I feel very good around them and don't feel judged. Being myself feels ok around …
I love Punjabis. They are the most humble and kind people to be around. Chardi Kala high spirits all around. I feel very good around them and don't feel judged. Being myself feels ok around them. They like to to take care of others. They will commonly ask you if you are OK and need water, food, anything. Langar/ community kichen is inbedded in culture and makes sure everyone eats in the same humble setting. They think communally and make sure to ask all parties how they feel about a particular topic, especially before making a decision. They appreciate when you try to understand them. They love when you speak their language. These people are blessed and I love them. I really hope that people bridge the gap between each other and love thy neighbour. God Bless Chardi Kala rahin.
Identity Attack0.020279141
Insult0.017614283
Profanity0.027547138
Threat0.00933372
Severe Toxicity0.0030708313
Low Tox 0.036870047 Constructive 0.817
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)

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.