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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: "We have too many University …" 38 comments · Page 2 of 2
Thank you for showcasing this city. Brampton has long been the armpit of Peel Region, and the cause of many of the rest of our issues. The new entitled migrants that come here spill out …
Thank you for showcasing this city. Brampton has long been the armpit of Peel Region, and the cause of many of the rest of our issues. The new entitled migrants that come here spill out into other areas of the GTA (Greater Toronto Area) spreading the crime and loitering, and essentially "taking over" certain places and causing massive issues. Our Car insurance rates in Peel are insanely high, primarily because of Brampton also being a part of Peel, and the high accident and theft rates coming out of that city. We have a massive issue here in Canada with unchecked mass immigration, and we don't see do be doing anything about removing the people who have overstayed their welcome, aswell as an issue with letting the new population move only to the same already developed places, overpopulating those areas that never had the infrastructure to support those numbers of people. Especially the households that are housing more families than just their own, the people who arent citizens that are clogging up our healthcare systems, all the jobs taken up by the Temporary Foreign Worker Program, the lack of openings in universities and colleges because of international students. Its unbelievable how much they take advantage of the system.
Identity Attack0.06658725
Insult0.06921569
Profanity0.015967157
Threat0.008440462
Severe Toxicity0.004005432
Low Tox 0.15213956 Constructive 0.789 Policy_Critique
Sep 23, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Yes So many Got in via Privet university or collages. all documents should be rechecked and deport them as fraud documents.
Yes So many Got in via Privet university or collages. all documents should be rechecked and deport them as fraud documents.
Identity Attack0.010951365
Insult0.062150877
Profanity0.014874061
Threat0.012440704
Severe Toxicity0.002298355
Low Tox 0.13041082 Moderate Con 0.414
Sep 28, 2025 5 likes IRCC Names India in Study …
Not against newcomers! I ve been in Quebec since 22 years now myself ; I am a Canadian citizen since 15 years now of course ; But it’s confusing… Why was Quebec still receiving more …
Not against newcomers! I ve been in Quebec since 22 years now myself ; I am a Canadian citizen since 15 years now of course ; But it’s confusing… Why was Quebec still receiving more immigrants in such program when even thousands of locals were and are struggling to find jobs? For the last 6 years I made a career in Private security ; I became an officer Liutenant at least I tried ; but now a days I don’t even have a job in security anymore ; too many immigrants applying for the same job / and frankly they do not care if the remuneration is only 21$ an hour / so officers can’t afford to work for less than 27$ ; because they have 6 years experience and more : it’s logical / however , comes an Arabic guy ; who quit the job he came here to do under the program , now he is looking for his first job out here in the real market ( does 80 hours training to get a BSP ) the guy had a college degree or university on something else ; and magically he becomes an officer with no experience for $24 dollars an hour And any security company accepts him 🤷‍♂️ Conclusion : true experienced security professionals officers who built their careers from the bottom all the way up Don’t have a job anymore Remember , officers aren’t unionized 🤷‍♂️
Identity Attack0.0775651
Insult0.04032305
Profanity0.016172111
Threat0.006861079
Severe Toxicity0.0030136108
Low Tox 0.112850055 Constructive 0.794
Dec 10, 2025 Quebec Ends Economic Immigration Program …
I am an immigrant came to Canada in 2014. The immigration system in Canada right now is not let every body in this country, is only allowed low/non skills workers and fraud applications in. I …
I am an immigrant came to Canada in 2014. The immigration system in Canada right now is not let every body in this country, is only allowed low/non skills workers and fraud applications in. I have a friend from China who got a bachelor degree from university of Waterloo and worked at downtown Toronto as a finance person for $500k per year which is extreme high in Canada. But he could not get his permanent resident because he is not what Canada needs as the immigration system. But immigration system is giving lots of pathway on low skills workers who can bring his/her whole families inside the country. These low skills workers need to find employers to do many complicated admin works for the application. In reality, no employers are willing to do such a complicated admin works for a minimum wages worker. So these people are paying the the employers to do the admin works without a single day working. Once they get the permanent residency, they just stay in Canada without working, paying taxes or try to become a Canadian. But for these people who have a high-pay job with high degrees, Canada is kicking them out of this country.
Identity Attack0.055218685
Insult0.047349896
Profanity0.017572641
Threat0.0071847234
Severe Toxicity0.002670288
Low Tox 0.11109332 Constructive 0.71
Sep 21, 2025 32 likes Inside Canada's Indian Metropolis (Brampton)
As someone who just finished a college diploma and is now in university I have to say the average Canadian has no idea just how bad the situation is. Cheating/plagiarism etc. is overwhelmingly rampant amongst …
As someone who just finished a college diploma and is now in university I have to say the average Canadian has no idea just how bad the situation is. Cheating/plagiarism etc. is overwhelmingly rampant amongst the "internationals". Also many teachers have made their classes essentially no-fail to cater to them.
Identity Attack0.041261412
Insult0.046764325
Profanity0.0127561875
Threat0.0062914654
Severe Toxicity0.0018310547
Low Tox 0.11078331 Constructive 0.625
Sep 29, 2025 2 likes IRCC Names India in Study …
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl …
The real problem is not just people, it’s the Canadian immigration system and the loopholes IRCC has left wide open. In Punjab and other parts of India, wealthy families are arranging marriages where a girl with IELTS comes to Canada, then calls her husband here. Many of these are nothing more than contract marriages, where once the boy arrives, they go their separate ways. This is blatant abuse of the system and has created a wave of people entering Canada without even basic English skills. IRCC needs to wake up and fix this. Students on study or work visas must not be allowed to bring their spouses. If someone wants to come, let them take an English test themselves and prove they’re qualified. Study permits should only be issued for genuine university students, not random private colleges being used as back doors into the country. On top of that, no work permits should be given while on a study visa. Employers who hire students illegally on cash as cheap labour should face strict penalties, heavy fines, and blacklisting. Until these loopholes are closed, Canada’s immigration system will continue to be exploited and lose credibility. IRCC, this is not immigration — this is fraud facilitated by weak laws.
Identity Attack0.05089863
Insult0.045007613
Profanity0.015147334
Threat0.0071070488
Severe Toxicity0.0025558472
Low Tox 0.1104733 Constructive 0.664 Policy_Critique
Oct 4, 2025 IRCC Names India in Study …
Break down from a Canadian who moved to the US. Basically, Indians moved to Brampton because it was a cheaper area, yet close enough to Toronto. Immigrants drove taxi or drove truck usually were paid …
Break down from a Canadian who moved to the US. Basically, Indians moved to Brampton because it was a cheaper area, yet close enough to Toronto. Immigrants drove taxi or drove truck usually were paid in cash, leading to tax evaluation. So they were able to save more... They were able to buy a bigger house for cheaper basically. New immigrants move to Brampton probably cause it easier. They don't need to assimilate as much as they sued to. They can speak their own language, not have to learn another, etc. You can actually see certain immigrant groups take to certain cities for the reasons above. Vaughn is Italian, Etobicoke was multi cultural, now Somalian(last I visited), sauga is Arab, etc The universities are a big scam, and the govt is part of it. They don't care cause they get money.... People create these fake colleges and bring in students. Students have "online" classes and so they don't actually go in . In Canada ur allowed to work 20 hours as a student, but all work more under the table. And yes. As a Punjabi, there is too many Indians. It was too many when I left. Worse now.. don't even like visiting Canada anymore unless I go to Barrie or something.
Identity Attack0.08500996
Insult0.033239998
Profanity0.016342908
Threat0.0069516995
Severe Toxicity0.0026893616
Low Tox 0.11036996 Constructive 0.761 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canada presents itself as a multicultural society, but the reality for many immigrants—especially South Asians—is different. Brampton and other cities have seen large Indian and Pakistani immigration waves due to Canada’s labor and education opportunities. …
Canada presents itself as a multicultural society, but the reality for many immigrants—especially South Asians—is different. Brampton and other cities have seen large Indian and Pakistani immigration waves due to Canada’s labor and education opportunities. But despite being invited under official immigration programs, these communities face systemic racism and unequal treatment. 📊 Employment Discrimination: • A 2021 Statistics Canada report found that racialized Canadians earned 20% less on average than their white counterparts, even when education and experience were controlled. • South Asian immigrants specifically face higher rates of credential discounting, where their foreign education and experience are undervalued. 📊 Hiring Bias: • A University of Toronto study revealed that applicants with “ethnic” names were 40% less likely to receive a callback compared to those with Anglo-sounding names, even with identical résumés. • Another survey showed that unemployment rates for racialized Canadians are consistently 1.5–2x higher than for white Canadians. 📊 Perceptions vs. Reality: • While white Europeans continue to integrate without much resistance, South Asians are often stereotyped as “taking over” neighborhoods. • Immigrants from India and Pakistan have one of the highest workforce participation rates in Canada, working in everything from Uber and trucking to tech and medicine—contributing directly to the economy. Meanwhile, many first-generation South Asian immigrants don’t qualify for the refugee-style supports that others receive. Instead, they work long hours, often in precarious jobs, just to cover bills. The frustration often mistaken as an “attitude problem” comes from facing daily systemic barriers—being seen as “less than” despite contributing equally, if not more, to society. The underlying issue is that the old colonial mindset persists: brown immigrants are not granted the same social standing as white Canadians. Equality on paper is not equality in practice.
Identity Attack0.10221587
Insult0.030816011
Profanity0.01982715
Threat0.008103873
Severe Toxicity0.0030708313
Low Tox 0.10870059 Constructive 0.699 Moral_Argument
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
India have a good universities because some countries accept their Indian people with bachelor degree as H1B visa program, but most India apply and accepted in Canada as student visa, how many finished and how …
India have a good universities because some countries accept their Indian people with bachelor degree as H1B visa program, but most India apply and accepted in Canada as student visa, how many finished and how many leave the country? because they allow them to work at the same time. who would not take advantage to Canadian foreign programs, and those Indian MP's in parliament will support this programs to help their kinds or country fellows to dominate this country.
Identity Attack0.10221587
Insult0.02657372
Profanity0.0127561875
Threat0.007249452
Severe Toxicity0.0021743774
Low Tox 0.10522962 Constructive 0.525
Nov 30, 2025 IRCC Names India in Study …
As a Southeast Asian, I can understand why countries like the United States, Canada, or those in Europe are concerned about immigration levels. Wanting to prevent any single immigrant group from becoming disproportionately large is …
As a Southeast Asian, I can understand why countries like the United States, Canada, or those in Europe are concerned about immigration levels. Wanting to prevent any single immigrant group from becoming disproportionately large is not necessarily about racism, but about maintaining social balance and protecting opportunities for the local population. Many Asian countries feel the same way—we would not want large numbers of foreigners, whether Russian, American, or from elsewhere, to migrate in such a way that they dominate job markets or significantly alter the local social structure. This perspective applies universally, not just in Western countries. From this viewpoint, it seems reasonable for countries to manage immigration by maintaining a balance between native citizens and immigrants. Setting limits or proportions for different immigrant groups can be seen as a way to preserve social stability while still allowing controlled and fair immigration.
Identity Attack0.08087392
Insult0.026702631
Profanity0.0157622
Threat0.008129764
Severe Toxicity0.0024318695
Low Tox 0.09741997 Constructive 0.761
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
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)
Not that an issue in Canada. Some on the extreme right are playing the racism angle. What happened was too many people were allowed in the country in a short period of time, putting strain …
Not that an issue in Canada. Some on the extreme right are playing the racism angle. What happened was too many people were allowed in the country in a short period of time, putting strain on services and employment. This was done during pandemic when labor was issue and with universities and colleges when tuition was frozen, and they set that with foreign students who were not qualified financially to study abroad and did it more for permanent residency.
Identity Attack0.033527173
Insult0.024511116
Profanity0.011201942
Threat0.006440342
Severe Toxicity0.0017547607
Low Tox 0.0665887 Constructive 0.664 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …
We have too many University graduates in Canada. The country needs basic laborers not people with Masters degrees in Medieval studies.
We have too many University graduates in Canada. The country needs basic laborers not people with Masters degrees in Medieval studies.
Identity Attack0.013948337
Insult0.024897853
Profanity0.009622077
Threat0.0057606893
Severe Toxicity0.0009250641
Low Tox 0.04760506 Low Con 0.174 Policy_Critique
Jun 21, 2025 1 likes How Canada broke its immigration …

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.