Toxicity Scores & Embeddings

I walked into a house that I wanted to lease. It was of course rented by Indians and some were still living in there. The owner wanted almost $4k per month. The moment I stepped foot inside the house, the stench was so powerful that it nearly made me vomit. I initially thought it was just the entrance, it got progressively worse the further in I went. Bathrooms were unclean, there were stains all over the walls, rotten food around, dirty shoes and clothes thrown all around, damage to just about every corner inside of the house ... I walked out. The next day, I went to see another house on the other side of the city, thinking it's more on the outskirts and it looked slightly better on the outside, same exact situation and I was ironically asked if I was "Indian because I can get a discount on the rent", I walked out. The blatant racism and disrespect was nauseating. I was raised that it's not permissible to exit out of your house dirty let alone not cleaning up after yourself. I was raised to be fluent in both official languages. I'm not seeing any of these norms happening anymore... if anything, it's the complete opposite.

Foreign national flags cant be displayed in another coutrg unless it's a consuiste or embassy or official organization. Indians lesrn this fact.

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.

Before 2015, Canada had virtually zero illegal immigration. Today, by the government’s own data, that number has surged to roughly 500,000. Worse still, official projections show that by the end of 2026, another 2.1 million temporary residents will see their status expire, many at risk of slipping into illegality. This failure of policy has already fueled a growing underground economy across the country. Deporting just 20,000 people a year is a drop in the bucket. *The only credible response* from the Carney government demands decisive action—raising *deportation* numbers to well over 100,000 annually to restore integrity to the system.

now they have another official language- their signs are going to be 3 meters long to accommodate all of their languages - adios canada