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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 been a legal immigrants …" 143 comments · Page 6 of 6
Reduce pressure on housing”? Please. Three houses on my street are sitting empty, owned by wealthy people who don’t even live in Canada. That’s the reality on the ground. You can cut immigration all you …
Reduce pressure on housing”? Please. Three houses on my street are sitting empty, owned by wealthy people who don’t even live in Canada. That’s the reality on the ground. You can cut immigration all you want, and it still won’t fix the housing crisis. And let’s be precise: immigrants are not the same as migrants. Canada has high levels of legal, permanent immigration, but very little irregular or transient migration compared to other Western countries. The problem isn’t people needing homes. It’s homes being treated like safety-deposit boxes for the global rich. Empty houses, speculative ownership, and capital parked in real estate do far more damage than newcomers ever could. Blaming immigration is just a convenient distraction from the real issue: housing has been turned into an investment vehicle instead of a place to live.
Identity Attack0.035847444
Insult0.029604018
Profanity0.013576009
Threat0.007353018
Severe Toxicity0.0020599365
Low Tox 0.08637348 Constructive 0.615 Policy_Critique
Feb 11, 2026 7 likes Canada's tighter immigration policy divides …
Cleverly this videos talks about "how much" and not "how many" refugees get Social Assistance, then uses Vietnamese legal immigrants (the hardest working people in Canada) as an example of how quickly they become self-supporting. …
Cleverly this videos talks about "how much" and not "how many" refugees get Social Assistance, then uses Vietnamese legal immigrants (the hardest working people in Canada) as an example of how quickly they become self-supporting. The truth about refugees aftermath is that, the large majority of refugees in Canada coming originally from third world countries, live on Social Assistance for several years, some for life, knowing that the Canadian government will provide for them anything they need (Ironically there are very few statistics on this matter and no statistics at all since 2015, when the current government was elected).
Identity Attack0.04048799
Insult0.029053112
Profanity0.015625564
Threat0.006602164
Severe Toxicity0.0020503998
Low Tox 0.081625134 Constructive 0.635
Oct 15, 2019 2 likes How much do refugees and …
What is happening in Brampton today resembles, in a historical sense, what Europeans once did to Native Americans—establishing dominance through demographic change, reshaping local culture, and creating parallel social structures. The difference is that this …
What is happening in Brampton today resembles, in a historical sense, what Europeans once did to Native Americans—establishing dominance through demographic change, reshaping local culture, and creating parallel social structures. The difference is that this time it is happening through modern immigration and citizenship policies rather than conquest. Brampton is increasingly becoming Indian-dominant, not because of organic assimilation, but because Canadian government policies have allowed unchecked immigration, easy pathways to citizenship, and weak enforcement against illegal overstays. This demographic shift is a direct consequence of Canadian governance decisions, not the actions of immigrants alone. It is also important to acknowledge an uncomfortable reality: while many Indians in Brampton are hardworking, skilled, and law-abiding, there are individuals living there who are reportedly facing criminal charges or are wanted in India, yet continue to remain abroad due to legal loopholes, slow extradition processes, or a lack of coordination between governments. Ignoring this issue only undermines trust and accountability. Ultimately, the responsibility lies with the Canadian government. Citizenship is granted by Canada, not India. If Brampton is changing rapidly in its cultural and demographic makeup, it is because policymakers chose growth without proper planning, enforcement, or integration. History shows that when governments ignore demographic balance and social cohesion, long-term consequences follow—regardless of which group is involved.
Identity Attack0.04538634
Insult0.0279513
Profanity0.013985921
Threat0.0074436385
Severe Toxicity0.0020599365
Low Tox 0.079250954 Constructive 0.67
Jan 4, 2026 Inside Canada's Indian Metropolis (Brampton)
Well, I'm gonna give you Canada Immigration an advice on how to catch these people and all those in other countries who has the same situation. These people are doing jobs like delivery like Uber, …
Well, I'm gonna give you Canada Immigration an advice on how to catch these people and all those in other countries who has the same situation. These people are doing jobs like delivery like Uber, Skip, Doordash, etc., BUT...they are not using their legal name to apply for that instead they are using another person's account to do that job, whose account is legal and had been in the job for so many years. The connection between those people is not relevant to any gang or organizations but they operate like one, the advantage is both parties earn money while in their eyes is "legal". This is normal settings in my country(3rd world country), you have several taxis and you need to hire drivers to operate, its up to you if you're gonna hire legit drivers or not, the only difference is that the undocumented driver is cheaper. And how do I know these things, I work in a fastfood chain in Waterloo, you need to identify which order the driver will pickup and the delivery driver need to verify the order by the order number through the app but sometimes you can see the Account's photo is different from the delivery driver, so yeah, that's the gist of it. I have no idea why modern countries like Canada and America are so "dumb" or lack of critical thinking when it comes to crimes like this, but I guess people and politicians are the same all over the world. And now, they are bringing more people without checking their background, if there's any criminal record or such, oh yeah, speaking of that, how do you verify those records from another country if those records can be produced with 3rd party company in which an employee from a government institution is behind it to make it more look like it is legit.
Identity Attack0.025203101
Insult0.028392024
Profanity0.016889455
Threat0.0076119336
Severe Toxicity0.0020217896
Low Tox 0.07054565 Constructive 0.755
Sep 29, 2025 IRCC Names India in Study …
I teach language (English and French)as a volunteer at a community center in Canada, and I meet some newcomers who come with their college (University in Canada) diplomas illegally, not to pass the language exam …
I teach language (English and French)as a volunteer at a community center in Canada, and I meet some newcomers who come with their college (University in Canada) diplomas illegally, not to pass the language exam or the legal immigration steps, but to pay expenses. That's sad because other legal immigrants pay for private courses for learning English or French for their exams, which makes them ready to speak and contribute to their adoptive countries for the first weeks. They are angrier than people who actually live here! On this issue
Identity Attack0.035847444
Insult0.027347196
Profanity0.012995303
Threat0.006653947
Severe Toxicity0.001745224
Low Tox 0.06817148 Constructive 0.815
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
This is an immigration and refugee lawyer who owns a law firm and actively represents refugees/asylum seekers and immigrants from other countries who want not wish to become fully Canadian citizens My very important question …
This is an immigration and refugee lawyer who owns a law firm and actively represents refugees/asylum seekers and immigrants from other countries who want not wish to become fully Canadian citizens My very important question to her As the principle Is how are you paid for your legal services and representation Lawyers always tell me they can be referred to by Law society of Canada For a 30 minute free legal consultation But once that is paid out by that association that is where lawyers and para legal professionals pay dues to join Then it’s up to those professionals to charge Hourly fee flat rate And All additional charges associated with the file/case law once opened and documents signed So how much does it cost to 1. Refugees claims 2. Asylum seekers claims 3. Immigration claims 4. Detainee claims 5. Deportation claims in the form of Appeals How many can they have Who pays these professionals? When media such as CBC Also government employees who are paid by the federal government Do not ask these questions Which are again Paid to NGOs By us poor taxpayers!!!!! Towards these professionals who represent economic migration and only cost us Canadians more money
Identity Attack0.031206898
Insult0.025026767
Profanity0.012892825
Threat0.0064144502
Severe Toxicity0.0018501282
Low Tox 0.061444655 Constructive 0.776
Dec 25, 2025 1 likes Deportations From Canada at Their …
The truck drivers. Just handing out az licences. The Tim hortons debacle. I think it’s a beautiful culture historically. I have made many East Indian and other immigrant friends in my 53 years. It’s some …
The truck drivers. Just handing out az licences. The Tim hortons debacle. I think it’s a beautiful culture historically. I have made many East Indian and other immigrant friends in my 53 years. It’s some of the new immigrants policies that are causing issues. At the end of the day I welcome all who come here legally and with good intentions.
Identity Attack0.04023018
Insult0.01767874
Profanity0.011253181
Threat0.0065697995
Severe Toxicity0.0014209747
Low Tox 0.05651112 Constructive 0.771
Oct 6, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
The problem is not immigration, it is about why government giving visa when there is a job crisis for those who are already there? It is a cheating with the people who are paying huge …
The problem is not immigration, it is about why government giving visa when there is a job crisis for those who are already there? It is a cheating with the people who are paying huge money as a students and getting no exposure of jobs, it is not because of education that students are coming it is because of exposure of an International companies which they are hoping to get, students are adding money to the economy how can you blame the students who are coming legally??
Identity Attack0.013445892
Insult0.02212623
Profanity0.013678487
Threat0.006440342
Severe Toxicity0.001373291
Low Tox 0.055521555 Constructive 0.515 Policy_Critique
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
In the US in 2025, ICE has deported half a million who are not in the US legally, and an estimated additional 1.5 million have self-deported, in some cases with government financial incentives. So 50k …
In the US in 2025, ICE has deported half a million who are not in the US legally, and an estimated additional 1.5 million have self-deported, in some cases with government financial incentives. So 50k deportations might represent a comparably active effort for Canada, and 18k might be creditable for a Liberal government. But the effort sounds rather bureaucratic, and focused only on rejected refugee applications. I would want to know how many of these "deportations" are entirely on paper -- "your application has been rejected, please let yourself out at your earliest convenience." They spent roughly $5k per deportee, and that would cover air fare if the deportations were done privately, but adjudication costs money, and governments find many ways to make everything much more expensive. Also, if refugee claims can be judged false or inadequate, where are the efforts to determine whether "students" are really students? By the same token, the world is a dangerous place. I figure all those living in any of the many violent inner-city neighborhoods in the US have reason to fear for their lives. Similar facts are true of many millions around the world, and most of them would be rejected by Canadian immigration because they'd be safe if they simply moved to places they can't afford.
Identity Attack0.015455672
Insult0.022255141
Profanity0.014259194
Threat0.0074565844
Severe Toxicity0.0015640259
Low Tox 0.050078966 Constructive 0.685 Policy_Critique
Dec 30, 2025 1 likes Deportations From Canada at Their …
For those people who followed the rules and left when their stay legally ended. How does that look - they leave and others stay illegally. What message is Canadian Immigration sending?
For those people who followed the rules and left when their stay legally ended. How does that look - they leave and others stay illegally. What message is Canadian Immigration sending?
Identity Attack0.029144434
Insult0.01632893
Profanity0.009647697
Threat0.006382086
Severe Toxicity0.0011730194
Low Tox 0.049089402 Moderate Con 0.415 Policy_Critique
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
The issue is not an influx of any particular culture, nationality, or race. The issue is a lack of prosecution for immigration infractions. If you are in Canada legally, you have every right to be …
The issue is not an influx of any particular culture, nationality, or race. The issue is a lack of prosecution for immigration infractions. If you are in Canada legally, you have every right to be made to feel as welcome as any other Canadian. If you have overstayed a visa, or do not have legal cause to be here, deportation on your own dollar.
Identity Attack0.025404079
Insult0.013174911
Profanity0.010108846
Threat0.0074954215
Severe Toxicity0.0012016296
Low Tox 0.042657252 Constructive 0.535 Policy_Critique
Oct 11, 2025 Inside Canada's Indian Metropolis (Brampton)
I been a legal immigrants in a few countries (for work) and I would always adapt to the country im in. And I usually dont go to places that are from my native country. Im …
I been a legal immigrants in a few countries (for work) and I would always adapt to the country im in. And I usually dont go to places that are from my native country. Im in the new country to experience that, if I want my native country things, I do it at home or go back to my country.
Identity Attack0.030433474
Insult0.011730902
Profanity0.014669105
Threat0.0067898775
Severe Toxicity0.001411438
Low Tox 0.042657252 Constructive 0.682 Personal_Narrative
Feb 28, 2026 Inside Canada's Indian Invasion...
This hits heavy for students that came here legally, finished their careers, got a job and are law abiding immigrants who are looking for a chance to be PR.
This hits heavy for students that came here legally, finished their careers, got a job and are law abiding immigrants who are looking for a chance to be PR.
Identity Attack0.027413858
Insult0.013934915
Profanity0.012414595
Threat0.007301235
Severe Toxicity0.0012779236
Low Tox 0.03969839 Constructive 0.6 Personal_Narrative
Oct 1, 2025 IRCC Names India in Study …
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 …
If you have a problem with immigration then you need to talk to your government and city council about it. These people are coming legally per your country’s rule, so no point blaming them to …
If you have a problem with immigration then you need to talk to your government and city council about it. These people are coming legally per your country’s rule, so no point blaming them to be there. You should have a problem with your government to stop this not the people.
Identity Attack0.017063495
Insult0.012414906
Profanity0.0103821205
Threat0.0066345283
Severe Toxicity0.00086307526
Low Tox 0.033334624 Constructive 0.59 Moral_Argument
Feb 9, 2026 3 likes Inside Canada's Indian Invasion...
That’s the harsh reality. During Trudeau’s time, Canada saw a significant influx of newcomers, which put pressure on housing, the labour market, and healthcare. It’s normal for a country to tighten immigration for a few …
That’s the harsh reality. During Trudeau’s time, Canada saw a significant influx of newcomers, which put pressure on housing, the labour market, and healthcare. It’s normal for a country to tighten immigration for a few years; lower quotas naturally mean higher requirements. Coming on a study permit or a work permit doesn’t guarantee permanent residency. Once a temporary status expires, and if there’s no other legal pathway to stay, the person must leave Canada.
Identity Attack0.004236255
Insult0.008690883
Profanity0.00904991
Threat0.0061037517
Severe Toxicity0.0005674362
Low Tox 0.013822667 Constructive 0.522 Economic_Argument
Feb 11, 2026 Canada's tighter immigration policy divides …
Is the NEW Immigrants ( Refugees Claimants, asylum seekers, foreign workers and foreign students abusing of the GOB. Benefits and liying with the legal documents. And taking away are JOBS.😡 We don't need MORE New …
Is the NEW Immigrants ( Refugees Claimants, asylum seekers, foreign workers and foreign students abusing of the GOB. Benefits and liying with the legal documents. And taking away are JOBS.😡 We don't need MORE New Immigrants We are enough with are CANADIENSE citizens🇨🇦.
Identity Attack0.0005027372
Insult0.00024303119
Profanity0.000014654734
Threat0.000031428724
Severe Toxicity0.0000022643567
Low Tox 0.000949252 Unverified_Claim
Apr 16, 2025 1 likes
I am supportive of immigration, but I believe there should be a cap of no more than 1-2.5% annually. A significant number of migrants moving to Canada from the same region or country could cause …
I am supportive of immigration, but I believe there should be a cap of no more than 1-2.5% annually. A significant number of migrants moving to Canada from the same region or country could cause issues, as this can lead to the formation of "mini-bubble" societies within Canada. These groups may sometimes become the dominant demographic and undermine the existing communities that have contributed to building Canada for decades. We cannot expect new immigrants to seamlessly merge into Canadian society. This is a major oversight by Canada’s Immigration Department. Digital applications from foreign nations may play a role in this phenomenon. There should also be regulations concerning how many new immigrants can be brought in by family members. For instance, one new citizen can legally bring both of their parents and their spouse, which is fair. However, there have been cases where this process is repeated multiple times within ten years, leading to a 1:15 ratio, where one person can bring in six to eight relatives. If there is a labor shortage in essential fields, Canada can offer long-term residency to those who continue to work in those sectors, such as caretakers. However, the pathway to citizenship could be lengthened or require a higher standard. For instance, the requirements could extend from X years of living in Canada to X+5 years, as well as passing a basic Canadian citizenship test, either written or verbal. While an increase of five years may seem unfair or lengthy, it is essential. A newborn child from a Canadian family requires 18 years to gain voting rights in elections, whereas new immigrants—especially those who come for study for four to six years—can potentially gain both citizenship and voting rights sooner if they meet the previous administration's standard. Children under the age of 18 can gain citizenship in as little as X-4 years, regardless of their full integration into Canadian society. This loophole is sometimes abused and provides preferential treatment that favors this process over existing Canadian. In my opinion, it would be fairer to calculate the duration of "living in Canada" based on the number of years they have paid "income taxes" in Canada. This is important because many individuals with multiple passports pay taxes elsewhere while benefiting from Canadian healthcare and other services. The investment in home buying as a pathway to citizenship has contributed to the housing crisis, resulting in numerous empty homes in various regions. While it may offer short-term economic benefits that some politicians favor, it is detrimental to Canada as a whole. If buying a house is the only requirement for citizenship, wouldn't a large portion of the global population be eligible for U.S. citizenship just by investing in U.S. businesses or stocks? This perspective may seem illogical when looking at it from outside the box. Apologies for being a bit wordy; I had much more to say. Nonetheless, I also support temporary residency for up to 6-9 months for those who have been evacuated due to war, natural disasters, or similar circumstances. Special exceptions can be granted for families with members working in critical fields that merit such considerations (high-end industry).
Identity Attack0.000069526875
Insult0.00010191088
Profanity0.000024604129
Threat0.0000227671
Severe Toxicity0.000003976266
Low Tox 0.00024560353 Policy_Critique
Apr 15, 2025 11 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.