Toxicity Scores & Embeddings

As an American who worked in HR for eight years at BMO in Canada, I’ve noticed an important trend: many local professionals often attribute their career struggles to the system, when the real issue is a lack of updated skills. In my previous office of 71 employees, around 60% were Indian and Chinese professionals — many of them exceptionally skilled and hardworking. The fact is, immigrants don’t take jobs; they earn them through their capabilities. I currently work at BlackRock, managing a team of 221 people. Individuals with strong mathematical and analytical abilities often come from Indian or Chinese backgrounds, while only about 20% of our workforce is American. I conduct 4–5 interviews daily, and the pattern remains consistent — candidates from Europe, the U.S., and Canada frequently lag behind in technical skills. It’s a tough truth, but one worth acknowledging: in today’s competitive job market, skill development matters far more than nationality.

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.

I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming one group. The reality is that the Canadian government failed first by not properly managing immigration volumes, not enforcing document verification, and not honestly assessing whether the country could support such rapid population growth. That policy failure created pressure on housing, jobs, and social systems long before resentment followed. We also need honesty within the Indian community. Some Indians struggle to adapt being overly loud, culturally rigid, and sometimes lacking empathy for Canadian norms and shared public spaces. I studied Canadian and Indigenous history in school, and respecting that history matters. Assimilation doesn’t mean abandoning your culture, but it does mean understanding and respecting the society you chose to join. Cultural education should be expected, not optional. That said, one Indian doing something wrong does not make all Indians bad. Most Indian students and workers I know are hardworking, punctual, and serious about contributing. I’ve personally worked minimum-wage jobs for years, and what I noticed was not jobs being “taken,” but fewer Canadian youth willing to stay in or commit to these roles long-term. Indians didn’t replace Canadians, they filled vacancies that already existed. I also briefly volunteered helping the homeless, and what I saw was honestly shocking. It’s not that the government isn’t trying to help there are rehabilitation programs and support systems in place. The difficult truth is that a significant portion of the homeless population struggles with substance abuse and refuses treatment because it requires giving up drugs. Over time, homelessness itself starts to function like a culture, where benefits and assistance unintentionally enable continued substance use rather than recovery. This is an uncomfortable reality people don’t like to talk about. None of this is simple. Immigration didn’t break Canada, and neither did one community. Poor policy, weak enforcement, lack of accountability, and refusal from governments and individuals to adapt responsibly is what brought us here. Blame is easy. Honest solutions are not.

There’s a disconnect. If immigrants already working, they should be prioritized. Immigrants also need to get reshuffled. Too many people in some areas, not enough in some areas

I don't understand those people who came here in Canada to be safe but do not follow the system here. Stay in your country if you want the same system that you're used to. I came here to Canada 18years ago to feel safe and have a better future and worked so hard and I was very happy but now everything starts to break 😢

There are people who already got refugee assylum submitting fake documents. Now enjoying Canadian's hard earned tax money. On top of that, they are working in exchange of cash to avoid paying tax.

Accountability should fall on the Government of Canada. They stopped screening properly. There used to be a point system that determined who could immigrate, and it actually worked. I’m of Pakistani descent, born and raised here, and when I’m in Brampton and walk into a Circle K, people start speaking to me in Hindi or Punjabi right away — it’s a trip. At the same time, I’m not saying everyone coming is bad. A lot of international students and new immigrants are hardworking people who want to build a better life. But plenty are also gaming the system. The real issue is that Canada messed up by letting in too many at once, with no structure to help them assimilate. When there’s no integration, no surprise people just act like they’re back home.

Here's the root of most of the problems, its gov. policy, you take in a million new people a year, give them everything and your dollar ends up losing value, so even though your working hard, you cannot get ahead in this country. So you end up going into a debt that you can't pay off and the problems increase. Taxes go up value of the dollar keeps going down, so in the end its a no win situation for most of the general population and its the same when you retire, you get an income that's not enough even to pay for rent in the city you were brought up in. This is a very serious problem and gov. does not seem to do anything about it, food banks are overwhelmed along with medical staff, food prices and rents have gone out of sight as far as prices are concerned. We have a national debt that never gets paid and a gov. that spends more money than it takes in in taxes. And a dollar thats going to H in a handbasket. Too much crime, too much violence, too many traffic jams and too much drug use. I have written to this liberal gov. and told them how to fix these problems but they don't listen, their agenda is with the WEF, you will have nothing and you will be happy, right, no. Canada is now a bankrupt country and going to a third world status, I guess you get what you vote for and I did not vote for this gov. to ruin the country. Hey note that this is just the start, its going to get a whole lot worse down the road as we all suffer another great depression, then things really get bad.

I was going through college in southern Ontario about half a decade ago. The faculty was alright but the one that always stuck with me was an elderly Indian man who had a PHd (what he was doing teaching at a community college, I'm not sure). He immigrated from India sometime in the 70's, I think, and sometimes told us stories about how he'd never seen electricity until he was well into adulthood. This was at the early stages of Indian mass immigration to the province, but the international students were already becoming a known problem in the school. They never spoke to anyone else, hung out in big groups together on campus, I swear most of them couldn't even speak English. They constantly cheated on everything and shared answers, I heard like 7 of them got failed for submitting identical lab reports one time. Most people knew they were a problem, but no one was comfortable saying anything. Except the Indian professor. He would publicly call them out for shit in class, berate them, shit talk them openly to other students. I've literally never seen anyone more angry about those Indian students than that Indian professor. It's not hard to see why, he busted his ass to immigrate to Canada, get work and get into a good university. He completed a doctorate, for Christ's sake. He didn't see a street light until he was 25, and worked his way to the bleeding edge of digital science. Now there's a bunch of lazy assholes invited in by the government brazenly trying to cheat their way to a degree in his goddamn class. I'd crash out too.

I'm pretty much exactly where that lady in the car is at. Enough to make rent, pay my monthly cell phone bill, and internet, but the rest? Not enough for food, no emergency funds if something breaks or needs replacing, etc. Can't even save and put money away. I sat down and balanced my budget, looking at what I could keep or toss. Figured out what to do for cheapening food costs as much as I could (without doing food bank), and the most I can afford for rent is $700 a month. That's basically a room in someone's house. That's it. As an Adult, I'm disgusted it's come to this. But what angers me MOST of all, is the Landlord's I gotta argue with. Surrey, BC used to be the cheap end of Vancouver. The welfare type housing, and low-income area. Then we had this huge book of Middle Eastern people come flying in at top speed, steam roll the community and make it theirs. They bought up all the cheap housing, ripped it down even though it was not that bad of a house, then built these custom 5-6 room mini mansions. The standards for the area skyrocketed, and the cost of their mortgage is likely also sky high because of what they built... So what do they do? Rent the rooms, force people 2 to a room with no privacy, and if you WANT a private room? Nearly $1000. Oh... And let's not forget the discrimination issues. If you're not going to temple or Gudwara, forget it. If you aren't pure vegetarian, forget it. And because all the other renters are "brown" and under 30yrs old, Adults are considered unwelcome. If you have a disability and don't work, you're automatically labelled a drug user (which isn't always truth). Even if you offer proof of income, and resources or phone numbers to call, they won't bother. Too much work. This sh*t needs to stop. I look in other cities near by, and it's happening in ALL OF THEM. I cant even relocate to get away from this crap. I'm done. I have no car to live out of, so that's not an option. I'm not a drug user, never will be but and all the shelters are now "low barrier". Screw that. So now what? Go back to work with a broken lower back?? Desk job search when I should be recovering and resting? Like, the suggestions are welcome, but be realistic. I'm in constant pain on heavy duty drugs to get by right now. No spouce. No parents or friends to leech off of. I feel utterly abandoned by our government.

According to the latest statistics, Between March and October 2017, around 15,000 refugee cases has been claimed on the Canada-US borders, over half of them have been rejected and found not eligible to be referred to the Immigration and Refugee Board of Canada (IRB), which is the one to determine whether one is in need of Canada's protection or not. In this period, around 600 Cases were processed by the IRB, and close to 500 were officially accepted. People in the comments are freaking out over these numbers when Canada's economy needs no less than 250K immigrants per year to sustain itself. The system is working fine. Relax.

From what I heard coming from other source .Also when I see them at food banks taking home more than $150.00 in groceries from just 1 food bank they goto 9 amonth .their cell phones are top of the line .Clothes and shoes brand name only .Gold jewllery ladys purses $300.00 and up .And they all have cars from 40 thousand and up . One place i never see them is value village .How do they do iit ?I had 2 kids and on welfare a few years back and I had a hard time trying to get some things that we badly needed and could not afford and things were a lot cheaper .The most I ever spent at no frills been on assistance was $75.00 for the whole month .6 years ago and no cell phone gold. or cars .So how these people do it ?oh and by the way I go ti no frills once a week .Those same refugees are there every thursday spending $500.00. on goceries and none of them work .Some time neighbours talk and thats how things are know .Our government is a big lier .We the tax payers are paying for all of these Once a refugee of this country one canot be sent back or deported so if this refugee never finds a job you the tax payer and I will pay for his or her assistance and maybe for a life time .like in the case of gypsies refugees they are all on assistance go to all the food banks rob the community of their belongins their cars items from stores donations in front of churches and stores they dress the best also spend hundreds of dollars on food they shop for clothes at the mall and we the tax payer brake our backs 6 days a week 10 hours a day like me and I cant afford even half of what these people can .So even if they become criminals we have to support them .Some refugee law and rights should be changed to ensure that tax payers are not been taking advantage of .

Why they still working and earning money, The government and private sector must stop hiring these people instantly!

We have quite a few Indians moving out to our little town here too. I find them to be hard working and very friendly. They are buying the stores from the Koreans. The ones that moved out here are great folks. I have no problem with it. To be honest, so many people that I grew up with have left now so having this influx is helping to revitalize our little towns.

I think you have missed the point: People DO NOT actually TRUST ONE-ANOTHER VERY MUCH. So people sit down TRYING YO DEVISE "PLANS" such that the think that they are MINIMIZING the risks inherent in INTERACTING WITH PEOPLE THAT YOU DO NOT TRUST, AS IF YOU CAN TRUST THEM. This NEVER WORKS and always makes a big bizarre mess.

I share the same sentiments as these Canadian citizens.I'm an immigrant myself, and it is our moral obligation, to respect the culture and Laws, etc. There are people coming from other countries, especially in certain parts of Asia, as if they are here to take over Canada. Some years ago I was going home from work about 9 :45 pm and an Indian female told me to get up from beside her, so her friend could sit beside her.

You were lucky to say you were from Portugal! xD We are mostly good people , you need to work on that "obrigado" tho 😂😂

As one gentleman was saying they don't pay taxes... that has no facts, that is only his opinion. Every immigrat i know works two jobs to succeed and pays his or her share of taxes. Some of these individuals interviewed had now knowledge but just opinion. The host should be asking experts not just random people. When we need a kidney transplant, we see specific specialist, not random people on the street. To fix any issues in our society, we need to interview experts, not option based people

The Indian immigrants are the best; they work hard, have very close families and are the sweetest people I've ever met.

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.

We like to bring in people from everywhere and pay them more money than working Canadians get using tax dollars. Then they collect OAS and leave the country, pass away and their families collect on that OAS for as long as they can without consequence

My Granparents, parents, settled the homestead in 1896 near Rossland BC. How it used to work, how things are supposed to work, is the Government serves the needs and demands of the people. The people don't serve the Government nor any Corporation or Public/Private Partnership. This means that the Government doesn't prevent people from doing what they do and they don't use force to extort the fruit of everyone's labor to the point of enslavement. In 1896 and throughout my Grandfather's life from 1902 to 1976, one would do for themselves if they weren't working for someone else. In other words, you found something needed be done, something the community around you required or was lacking, you opened shop and got after it. You can't work today because you require licensing for everything, you require permission for everything, everything is regulated. People have it in their minds that it's so much better today then it was then, that it's "safer". But it's not, that's a lie. My family, although never wealthy, ate good food, always had a roof over their heads, plenty of family around and always had something to do or at least could always find something to work at. Most importantly, they always had hope because they had freedom. No one has any hope anymore and the people coming here aren't just bringing their culture to overtake our culture, they are coming with anger. With envy, resentment and malice. My family didn't come here with those things, they came to Canada with hope and determination to integrate and prosper with freedom. The other side of my family fled Bolshevism when they left Russia and came here and that side had the exact same hope in freedom to work hard and prosper. Now all generational wealth, freedom, prosperity and hope is all but completely stolen. We don't need more regulations. We don't need more benefits. We don't need more Government. We need less, we need it all to go away because I know for a fact, you give people the freedom to go about their lives, the society or community they form, always tends towards peaceful, prosperous organization. You give people the freedom to build and produce and they'll get after it immediately and that opens the door for all other manner of trades and skills that just fill any hole in a community or society. And that's a fact about the organizational tendencies of human beings. There's nothing stopping us from providing for ourselves but a cartel Government in the business of extortion and human enslavement. They foment chaos and division in order to justify the revoking of more freedoms to enslave more people. People themselves, they look to get along, get to work, raise families and, as best they can, enjoy life. Once we start expecting a Government to take care of us we've institutionalized prisoners who have lost all human dignity. When you "buy in" to all the rhetoric of so called autonomy, ask yourself, how autonomous are you without a family? Just because you're alone in a box in a city, stacked one on top of the other, weighted down by a landslide of rules, collecting benefits from the Government, doesn't make you autonomous. People say, "no one can afford a family". Yet those coming in have large families and they seem to be making out just fine. It's the brainwashing of our culture that set us up. Over time we've convinced the proper way to do things is everyone to grow up and go their own way, leaving each other relying on benefits from the government in old age or illness or whatever calamity might strike in life. There's always something that comes along. With family you have human resource, a plethora of skills and you have your "insurance", free of extortion. Everything that comes from a government is conditional and sooner or later their conditions rule over our condition, even though it's our labor that provides for them. The answer isn't more benefits, as I've said. The answer is simply less government, so we can all get to the business of providing for ourselves and helping our communities prosper. We need to do this with family because alone, we are all isolated and powerless. No one stands alone and a house divided cannot stand.

Employers should be aware of SINs before hiring people. I am also an immigrant, but my dad worked hard as a skilled worker to bring us here to Canada. I pay my duly taxes monthly and yearly. So I find it unfair when people work under the table. However, I've noticed that some students, who never attend their classes, end up in high positions with well-paying jobs at big companies. Meanwhile, I can't count how many refugees and immigrants are in low-income brackets, receiving 100% coverage for their medication and a monthly allowance from the government. In contrast, Canadian senior citizens still have to pay 20-30% of their medication costs and don't get the same privileges when it comes to their essentials. It frustrates me that the government makes our senior citizens suffer at retirement age, even after they've worked so hard for so many years. Yet they still struggle to pay for their own medication and necessities. I've encountered many rude refugees and people on income support from other countries who feel entitled to special treatment just because they are under government programs. Ironically, some of them come wearing luxury clothes and bags—like Gucci and Louis Vuitton. As I said, I am an immigrant too, but my heart goes out to those who have fully earned the support and benefits they deserve.

When did people visiting a country working on a temporary Visa develop the idea that they were automatically entitled to citizenship? To be clear the only reason we have immigration is because we don't make enough of our own babies. there are a number of other considerations that would restrict immigration. a sovereign country has a right to determine when, how many, from where and why they accept people from other parts of the world to become citizens of their country. And they get to set the terms . PERIOD

In the UK in 1860 7 year old boys (and girls) worked 12 hour shifts in mines and factories, most died before they had children themselves. A hundred years later in 1960 the school leaving age was 15 and life expectancy had reached 70 plus and people worked a 40 hour week with paid holidays and a pension to come in your later years. The first time in thousands of years that the average person could have a decent life and live more than an average of thirty years. We now just take that for granted and the third world instead of working to improve their own countries want to come here and live off the system we have created. Our polticians have guilt tripped us into having compassion for these people and now the shear weight of numbers is dragging us backwards and reversing 150 years gains, we are now at the point that if drastic is not taken we will be back to pre Victorian times within 10 years.