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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

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Scored: 55,769
Unscored: 596,542 remaining
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{# 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: "We have way too many …" 157 comments · Page 6 of 7
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 …
I just watched Tucker’s interview with the man that made the documentary “Replacing Europe” and it was very eye opening! Even if you are not a fan, I encourage you to watch. This is happening …
I just watched Tucker’s interview with the man that made the documentary “Replacing Europe” and it was very eye opening! Even if you are not a fan, I encourage you to watch. This is happening all over!! Apparently, many places in Europe can’t even build a military because they don’t have anyone to actually fight for Europe due to them all being migrants. Lots of other interesting things I didn’t know. Honestly, it’s kind of heartbreaking to see such beautiful places changed so drastically and becoming so dangerous for everyone. Nothing against the good people, but unfortunately it is not the majority. So much corruption exposed and it goes all the way to the top in every government involved! 💔💔💔
Identity Attack0.057492398
Insult0.034562174
Profanity0.034146797
Threat0.009877442
Severe Toxicity0.004005432
Low Tox 0.11036996 Constructive 0.758
Jan 27, 2026 Inside Canada's Indian Invasion...
It's not race that makes countries great or bad. Since there is just one human race. Its the culture that makes places great. Culture or shared ideas among the populace. Specially ideas of being open …
It's not race that makes countries great or bad. Since there is just one human race. Its the culture that makes places great. Culture or shared ideas among the populace. Specially ideas of being open minded, living and letting live, freedom, being tolerant etc. These are the best ideas or culture that if held long enough by the majority of the people will turn that place into a great civilization indeed. Every great civilization of history was built through this culture in history. persian empire, macedonian empire, roman empire, british empire and now the united states etc... were/are all very diverse and very tolerant of indians and their ideas... cultural exchange of ideas through indians and receiving diverse viewpoints which helped them become great. However great empires, great places and civilizations never last. They fall down. They fall down once the culture changes. which is natural since culture is not static but dynamic, since it exists only in the minds of people, it can change in the same generation, or in the next - all it takes is replacing existing ideas with other ideas in the minds of people large enough. This is what we are seeing happening in canada and India... a shift of culture. The same culture of responsible for turning India into a terrible country is being adopted by canadians. Meanwhile for the past few decades.. india on the other hand has been adopting the better culture and growing slowly and steadily with many mistakes and hurdles along the way towards a brighter future... slowly because its huge... steadily because it knows where to go.... mistakes and hurdles because its an open democracy... If this cultural shift keeps continuing this way... There will come a time where canada would look more like afghanistan and India will look like the us or scandinavia... However i hope thats not the case. and its just a phase that does not lead to some significant revolution in terms of peoples thinking.
Identity Attack0.07425626
Insult0.025413504
Profanity0.027273865
Threat0.00780612
Severe Toxicity0.0037574768
Low Tox 0.10956833 Constructive 0.639 Moral_Argument
Feb 26, 2026 Inside Canada's Indian Invasion...
It's too bad you didn't visit the many farms and gardens that the new Canadians have setup on the outskirts of Brampton. They are inspirational. That temple you showed has been there for at least …
It's too bad you didn't visit the many farms and gardens that the new Canadians have setup on the outskirts of Brampton. They are inspirational. That temple you showed has been there for at least 30 years - it was built in a field in the middle of nowhere at the time. I do agree that way too many young Indian men think the area is a place to live out the Grand Thief Auto fantasies ;-)
Identity Attack0.058401883
Insult0.033570543
Profanity0.013576009
Threat0.0067316215
Severe Toxicity0.002040863
Low Tox 0.10522962 Constructive 0.794 Solidarity
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Culture is a tricky thing. Is it not a known fact that one may not be all that interested in their culture and religion in their country of origin, but once immigrated to a different …
Culture is a tricky thing. Is it not a known fact that one may not be all that interested in their culture and religion in their country of origin, but once immigrated to a different land, these same people become more attached to their original culture and religion, even more orthodox in their beliefs. They try to recreate what is familar. Why are we surprised most are not assimilating? It takes, for most, many generations. And even then. Immigrants will always, in one way or another affect change in the general culture. Think of different cuisine, the arts, influences on our beliefs, etc. What is a Canadian anyways? One who lives here? Who pays taxes here? How long of roots do you need to have before you are no longer called an immigrant? We have a very large country and from one community to another there is a difference in the culture. Perhaps we need to be clearer on what is in fact our highest Canadian values and communicate them more effectively. I would also like to add that there is suffering in not being able to pass on your culture. Watching your children and grandchildren speaking a different language, not having them understand yours enough for you to enjoy signing traditional songs to, not being able to guide them in your religious beliefs, etc., in the name of them becoming assimilated. I am experiencing these and my roots go back over 400 years on this land.
Identity Attack0.07673789
Insult0.027730936
Profanity0.018734055
Threat0.006861079
Severe Toxicity0.0023174286
Low Tox 0.102626406 Constructive 0.861
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Way too many and jobs Canadians need are being taken. Homeless shelters at capacity . healthcare crashing. Canada already crashing financially and they continue to bring 3rd world into a country needing to breathe. Also …
Way too many and jobs Canadians need are being taken. Homeless shelters at capacity . healthcare crashing. Canada already crashing financially and they continue to bring 3rd world into a country needing to breathe. Also 'Secret RCMP report warns Canadians may revolt once they realize how broke they are within 5 years' This report came out in 2024.
Identity Attack0.050671257
Insult0.032799274
Profanity0.011782649
Threat0.00823333
Severe Toxicity0.0025939941
Low Tox 0.102192536 Constructive 0.531 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
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...
Segregation—whether by income, race, or religion—is deeply embedded across North America. In many ways, it defines how communities are formed. People are often drawn to this continent precisely because they believe they can find a …
Segregation—whether by income, race, or religion—is deeply embedded across North America. In many ways, it defines how communities are formed. People are often drawn to this continent precisely because they believe they can find a place where they feel they belong—whether it's a gated community with an average household income of $250,000, or a neighborhood where Italian is predominantly spoken. With the exception of Indigenous peoples, everyone here has settled on land that once belonged to someone else, reshaping it to fit their own culture and needs. In Canada, this dynamic is particularly visible. It’s one of the easiest countries in the world to migrate to—whether through official channels or otherwise—largely due to historically lenient laws. Beyond immigration, Canada faces deeper systemic challenges. From weak enforcement around serious crimes to broader identity issues, the country may be in need of a serious re-evaluation. At its core, Canada must ask itself what it stands for, and what kind of nation it wants to be.
Identity Attack0.06704199
Insult0.02425329
Profanity0.027137227
Threat0.00967031
Severe Toxicity0.0031280518
Low Tox 0.09568449 Constructive 0.672 Policy_Critique
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
A lot of Indian truck drivers that are making way too many lane changes for an 18 wheeler on the highway too.... Very aggressive driving. I see it all the time on my work commute …
A lot of Indian truck drivers that are making way too many lane changes for an 18 wheeler on the highway too.... Very aggressive driving. I see it all the time on my work commute on highway 1.
Identity Attack0.06613251
Insult0.024511116
Profanity0.012961143
Threat0.007301235
Severe Toxicity0.002155304
Low Tox 0.091913216 Constructive 0.529 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
We took in way more than we can handle. Canada already has a small population. Our system is designed for OUR population, and now it's crumbling under the weight of way too many new people …
We took in way more than we can handle. Canada already has a small population. Our system is designed for OUR population, and now it's crumbling under the weight of way too many new people that aren't even working with us, just laying around and begging. ENOUGH.
Identity Attack0.011987305
Insult0.033790905
Profanity0.012926984
Threat0.007094103
Severe Toxicity0.001745224
Low Tox 0.085582085 Constructive 0.504 Fear_Threat
Sep 13, 2025 1 likes Why Canadians Are Turning Against …
Let's put it another way... I was born in Canada and I had moved abroad at 30 for work and was gone for about 10 years. When I got back, it happened to be the …
Let's put it another way... I was born in Canada and I had moved abroad at 30 for work and was gone for about 10 years. When I got back, it happened to be the same year our PM was waiting at the airport for the arrival of some refugees with winter coats for them and their Medicare cards, as well as housing provided for them. I had to run around for a full month trying to get my drivers license renewed since it had expired, and had to wait a full 6 months to get a probationary Medicare card, p-r-o-b-a-t-i-o-n-a-r-y....I felt outraged. I am not saying that many don't have a valid reason to flee their country, but when they know that they will receive housing and cash, of course people will flock to Canada, even if they aren't fleeing something.
Identity Attack0.020681098
Insult0.032248367
Profanity0.018392462
Threat0.0070552654
Severe Toxicity0.0022792816
Low Tox 0.08004235 Constructive 0.839
Feb 15, 2018 19 likes How much do refugees and …
When the indians . Indus .Punjabis going to back ?shht way to many way to many god 😢
When the indians . Indus .Punjabis going to back ?shht way to many way to many god 😢
Identity Attack0.109089136
Insult0.0047423025
Profanity0.0010661122
Threat0.00086353207
Severe Toxicity0.000012841906
Low Tox 0.07699497
Apr 21, 2025 1 likes
I absolutely LOVE what that woman wrote and read to us. She is absolutely correct. I feel the very same way and I'm sure many Canadians do as well. I'm also tired of walking on …
I absolutely LOVE what that woman wrote and read to us. She is absolutely correct. I feel the very same way and I'm sure many Canadians do as well. I'm also tired of walking on eggshells while watching everything I love disappear to make way for an entirely different culture, especially one that is completely incompatible with the Canadian values and freedoms I grew up with.
Identity Attack0.04203484
Insult0.025800243
Profanity0.019212283
Threat0.0063885585
Severe Toxicity0.0020313263
Low Tox 0.07450261 Constructive 0.793
Aug 25, 2025 91 likes Why Canadians Are Turning Against …
Liberals don't see migrants as a problem because they fall back on the reality that Canada was built with the help of immigrants. But that was a long time ago. It was a different situation …
Liberals don't see migrants as a problem because they fall back on the reality that Canada was built with the help of immigrants. But that was a long time ago. It was a different situation completely. There needed to be people brought in to build, plant and develop the country at that time. We are no longer in need of mass migration as we already have a developed country. I wonder how many of the liberals would change their positions if the policy was, if you want a new migrant to come into Canada you have to pay for them out of your own paycheques and if you don't want a new migrant you don't have to pay. Pretty sure, very few people would want to pay when it is put that way but we are ALL forced to pay to cover that tab.
Identity Attack0.036105253
Insult0.028171662
Profanity0.013166099
Threat0.006763986
Severe Toxicity0.0016498566
Low Tox 0.07054565 Constructive 0.734 Policy_Critique
Sep 15, 2025 1 likes Why Canadians Are Turning Against …
Still TOO MANY.... SLASH TO ZERO!! In Canada... Too many taxes & turbans!!! WAY TOO MANY!!
Still TOO MANY.... SLASH TO ZERO!! In Canada... Too many taxes & turbans!!! WAY TOO MANY!!
Identity Attack0.02238941
Insult0.024382202
Profanity0.011082385
Threat0.007624879
Severe Toxicity0.002155304
Low Tox 0.067380086 Low Con 0.252
Jan 3, 2026 1 likes New rules, regulations take effect …
There are two parts to this story and it's truth. There are people that came to Canada for a true life but there are many more that came to Canada because there is a system. …
There are two parts to this story and it's truth. There are people that came to Canada for a true life but there are many more that came to Canada because there is a system. Most people don't even know, unless you listen to the many that are in shelters and on social media, most have been told that Canada is a country which will pay you and cover all your housing. There is a code of silence which does not always come from inside Canada. It's the code on how to take advantage of a countries blindness by abusing it's Government financial Immigration and Refugee programs. 1. Make a claim, any claim as it will take years before Canada figures out your claim is false. If all does not go well, have a baby on the land. This way you can't be deported and the Canadian government will give you more money because you have a child. There are many more but I will not write them to place them into the open world but there are many more tactics of abuse, Student Visa is but one of them, the next is Migrants. If you are not near the system but you listen closely to the stories, you will hear the real truth and you will also hear the underground truth which people speak about behind closed doors.
Identity Attack0.022992345
Insult0.030154925
Profanity0.015147334
Threat0.0067963502
Severe Toxicity0.0018405914
Low Tox 0.06381883 Constructive 0.705 Unverified_Claim
Dec 24, 2025 4 likes Deportations From Canada at Their …
The dynamics in this video are playing out in many places, however, we've never come across a city that has seen as much drastic change as Brampton: Its population has doubled from 400,000 to 800,000 …
The dynamics in this video are playing out in many places, however, we've never come across a city that has seen as much drastic change as Brampton: Its population has doubled from 400,000 to 800,000 in just the last 20 years. We tried to cover this topic, respecting both the long-time Brampton residents, many of whom are angry about the changes to their city, and the Indian community, which was extremely welcoming of us. Thank you all for watching. Also, we're on our way to the UK and are looking for story recs in England and Scotland.
Identity Attack0.024600167
Insult0.018258847
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Threat0.010887212
Severe Toxicity0.0028800964
Low Tox 0.050326355 Constructive 0.796
Sep 18, 2025 774 likes 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 …
As an immigrant to Canada (in 1982), my family and I integrated into Canadian culture. That is what immigrants used to do. Yes, you can keep aspects of your own culture, but the expectation was …
As an immigrant to Canada (in 1982), my family and I integrated into Canadian culture. That is what immigrants used to do. Yes, you can keep aspects of your own culture, but the expectation was that you become Canadians first and foremost. I don't see that with many new immigrants today. They just milk Canada for all it is worth and try to make it a version of their country of origin. I love diversity and multiculturalism, but it has gone way too far IMO.
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Insult0.017936565
Profanity0.01127026
Threat0.006259101
Severe Toxicity0.0015068054
Low Tox 0.04735767 Constructive 0.774
Aug 26, 2025 Why Canadians Are Turning Against …
This is not true. And now that the Government of Canada has hid it, I can no longer prove it. However, not only did my MP admit that they get close to 2500 dollars per …
This is not true. And now that the Government of Canada has hid it, I can no longer prove it. However, not only did my MP admit that they get close to 2500 dollars per month for the first year and sometimes longer. They are automatically authorized for a loan. And hey, 50,000 for a family is enough for a downpayment, while we can sit here working all our lives and never be able to buy a house. But they are automatically authorized. So the question is, why is it profittable to bring in refugees? Maybe if the government gave me 50,000 or 2500 per month, and or they gave me easier loans....I would have already been profiting Canada in many ways. Other than trying to work hard and when I can't get a job, because I am not part of a minority group, collecting ei or assistance and never getting anywhere in my life.
Identity Attack0.008879486
Insult0.02425329
Profanity0.015044857
Threat0.006492125
Severe Toxicity0.001411438
Low Tox 0.04686289 Constructive 0.795
Dec 29, 2018 How much do refugees and …
This is why I desperately wish there was an actual Libertarian party to vote for in elections! There is a party, but they have not gotten enough signatures to be able to run yet, I …
This is why I desperately wish there was an actual Libertarian party to vote for in elections! There is a party, but they have not gotten enough signatures to be able to run yet, I don't even know if there is an office or representative in Ontario right now! I wish! Their policies (on paper) seem great, and geared more towards a 'Canada first'/'Canadians First' approach. They touch on a lot of topics and there seem to be a lot of things they want to change! But a government is still a government, they will be motivated by money regardless of any good intentions they may have. So if and when things change, WE NEED TO HOLD THEM ACCOUNTABLE! We as the citizens have the power to change things for the better! It's just unfortunate that I see so many people getting pushed down or ignored or hated because they are speaking their mind. Remember, Canada dosen't have laws like the US, our freedoms aren't as protected nor do we have the same freedoms they do (like owning and protecting your own property, or self defense!) We as people need to start being honest and expressing things instead of being terrified of the backlash (of which there will be in these times). The only way we can make progress is by deciding to get out of our comfort zones and standing for what is right! For the freedoms and protections we deserve! To make a future worth living for us and our children! It will not be easy, but when is change ever easy? I hope that one day I won't be terrified of the thought of bringing a life into this world and country. I hope I can be stable enough to be able to give my future children a decent life. But right now? I would never want to have children, things are too unstable and I don't want to bring a child into this country and force them to live a terrible life they never asked for! I desperately want to be able to keep hoping for a better future, a better country, and people who can enjoy their lives instead of constantly worrying and stressing about everything. I hope some can consider looking into the Libertarian party as well! They may be small right now, but they seem to be wanting to right the wrongs that have occured.
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Insult0.022448512
Profanity0.015932998
Threat0.00704232
Severe Toxicity0.0015640259
Low Tox 0.045378547 Constructive 0.875 Call_To_Action
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
🌈🧬🦄🧬🌈 Even many of the Punjabi people agree it is just way too many in Canada. The Punjabi people are mostly very nice good people though. 🇨🇦✨🇨🇦
🌈🧬🦄🧬🌈 Even many of the Punjabi people agree it is just way too many in Canada. The Punjabi people are mostly very nice good people though. 🇨🇦✨🇨🇦
Identity Attack0.04306607
Insult0.015416925
Profanity0.015010698
Threat0.0066798385
Severe Toxicity0.0018978119
Low Tox 0.044883765 Constructive 0.689 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has …
As a multi-generational, born-and-raised Canadian citizen. Recently, I have been unemployed for 1 year and 2 months, which is the longest I have ever gone without a job in my entire life. My EI has run out, and during this stressful time, I have only had 4 actual interviews with real human beings. I am also a caregiver for both of my parents, and working remotely has been my profession for the last 7 years. Remote work allows me to both care for them and bring in a full-time income. Despite having 30 years of customer service experience, I find myself being overlooked. Many companies now use AI to prescreen resumes, so if your resume isn’t ATS-friendly, it often never gets seen by a human. Even if you make it past that stage, there are endless AI-driven assessments before you even have a chance to speak with someone. And when you finally do, it’s often yet another layer of screening rather than a real interview. I know I bring value — I consistently receive compliments from customers across cultures for speaking clearly, precisely, and making their experience enjoyable. Yet I find myself competing with younger candidates who can work longer hours, or new immigrants that companies often prioritize, sometimes with government incentives. At 55, I feel like I’m being overlooked despite my proven skills and professionalism. Right now, I live with my retired parents and should be caring for them. Instead, my father is helping me pay my bills so I don’t ruin the credit I worked so hard to build. If I don’t secure a job soon, I fear I’ll lose everything else I’ve managed to hold onto. The stress is overwhelming — I cry daily, and on top of everything, I also face health issues of my own, but I have no space to focus on them because survival takes priority. Canada today feels very different from the country I grew up in. Since the pandemic, things have become harder in every way — jobs, housing, and simply living. Even if I manage to secure work, rent alone now takes up nearly 75% of what I’d earn, not even including other basic bills. It’s disheartening to feel like no matter how hard I push, I can’t get ahead.
Identity Attack0.006474625
Insult0.015796926
Profanity0.014293353
Threat0.0064079775
Severe Toxicity0.0012207031
Low Tox 0.027560094 Constructive 0.813 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …
We let way too many people in canada.
We let way too many people in canada.
Identity Attack0.013345404
Insult0.009868891
Profanity0.010621235
Threat0.006861079
Severe Toxicity0.0011920929
Low Tox 0.025320992 Low Con 0.229 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...

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.