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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: "If having one Indian at …" 468 comments · Page 19 of 19
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 …
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.
Identity Attack0.051126
Insult0.025800243
Profanity0.014464149
Threat0.006647474
Severe Toxicity0.0017929077
Low Tox 0.071337044 Constructive 0.76 Personal_Narrative
Oct 7, 2025 58 likes Inside Canada's Indian Metropolis (Brampton)
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 …
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.
Identity Attack0.023193322
Insult0.028832749
Profanity0.015010698
Threat0.0068869707
Severe Toxicity0.0016117096
Low Tox 0.06817148 Constructive 0.823 Personal_Narrative
Jan 27, 2026 22 likes Inside Canada's Indian Invasion...
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank …
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank $200,000 of hard earned money into the Canadian Education system — Not as a fast track gimmick to immigrate, but so I could achieve my dream as a Game Developer. This money was family income, earned on 1/4th the salary, taking 4x longer to save. I was a great privileged to me. Today 15 years later, no one would ever think I'm from India. I sound Canadian, I behave Canadian, I have Canadian values, and I am Canadian. I came here because I loved Canada. I would watch hours upon hours of indigenous history, and on my Citizenship day, I watched Juno Beach to celebrate. However I must say this... I suffered through s*icidal depression here for 8 years, because I had far less leverage here than in a developing country, and it's really telling what sort of situation we're all in... Rent caps in Canada were removed... The housing market was open to foreign investors / and real estate monopolies with a 20% year-on-year rise... Rents went from 1000$ to 2100$ MINIMUM for a 1 bedroom through Trudeau's term and the govt said "It's not a federal responsibility"... Auto insurance is like 2.5-3.5k a year in Ontario and if you get a dent, you pay a deductable... I was quoted 8500$ for two wisdom teeth surgeries while it costed me 260$ abroad... During Covid - property owners, banks, and grocery stores exploited our misery and made record profits!... The govt stopped filtering through it's immigrants with "interviews", and it's operating like a scam — "Bring all your foreign money, convert it to CAD, and keep our GDP stable.. while we neither have the infrastructure, nor the job market to support these numbers". I think some accountability is due... these issues are "symptoms", not the problem — The problem is our Liberal govt / policies, and our wonderful voting body who voted Liberal term after term after term while complaining. Why does this govt safeguard extremism, foreign politics, foreign separatism? Khalistanis are as much of a threat / nuance to India than it is to Canada, but in Canada they actually have a unrestricted platform. Instead of resenting immigrants, we need to start resenting how mismanaged Canada is by our govt, and hold our voting body accountable. We had a chance to vote differently, but once again a repackaged and rebranded Liberal term. Because my ethnicity is Indian, I've become an object of collective resentment / hatred, and I don't think that's fair.. Please direct it at your vote, and govt level policies. Why should I (and other's like me) be crucified with the sins of other immigrants? It's like hating all your neighbors in a burning building, when the management has been lighting the fire.
Identity Attack0.026810925
Insult0.027218282
Profanity0.022354934
Threat0.0074436385
Severe Toxicity0.0024795532
Low Tox 0.0665887 Constructive 0.817 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …
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 …
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.
Identity Attack0.04796442
Insult0.025800243
Profanity0.018597418
Threat0.007793174
Severe Toxicity0.002193451
Low Tox 0.06579731 Constructive 0.707 Personal_Narrative
Feb 3, 2026 Inside Canada's Indian Invasion...
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 …
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.
Identity Attack0.06749674
Insult0.01767874
Profanity0.022628209
Threat0.008556974
Severe Toxicity0.00289917
Low Tox 0.063027434 Constructive 0.796 Solidarity
Jan 28, 2026 Inside Canada's Indian Invasion...
As an Indian I'd say it's cheap to move to another country for economic benefits... it's like extracting wealth from another country and their people. If one really likes some country then they should already …
As an Indian I'd say it's cheap to move to another country for economic benefits... it's like extracting wealth from another country and their people. If one really likes some country then they should already have enough money to live and support themselves.
Identity Attack0.04280826
Insult0.019354604
Profanity0.019348921
Threat0.0067963502
Severe Toxicity0.0017166138
Low Tox 0.06025757 Constructive 0.614
Aug 25, 2025 12 likes Why Canadians Are Turning Against …
I'm an Aussie who did a Working Holiday in Canada and was shocked at the level of segregation in Canadian cities. They have literal cities that cater exclusively to one ethnicity; examples include Surrey and …
I'm an Aussie who did a Working Holiday in Canada and was shocked at the level of segregation in Canadian cities. They have literal cities that cater exclusively to one ethnicity; examples include Surrey and Brampton (Indian), Richmond, Burnaby and Markham (Chinese) and Vaughan (Italian). It's really funny cos Canadians that come to Australia like to lecture us on how welcoming and mixed Canada is when Canadian society is far more segregated than ours.
Identity Attack0.04693319
Insult0.019419061
Profanity0.010894509
Threat0.006110225
Severe Toxicity0.0015258789
Low Tox 0.057748068 Constructive 0.782
Sep 28, 2025 285 likes Inside Canada's Indian Metropolis (Brampton)
Intense Concentration of any one ethnic group in on area typically ends up becoming a problem. The birth rate in Canada is insufficient, immigration will always drive the country’s growth but it needs to be …
Intense Concentration of any one ethnic group in on area typically ends up becoming a problem. The birth rate in Canada is insufficient, immigration will always drive the country’s growth but it needs to be diluted with multiple ethnic groups. Nearly a million Indians in one small area will make the area just like India. Conestoga college has done the same thing to Kitchener.
Identity Attack0.04925346
Insult0.015948927
Profanity0.011133623
Threat0.0069905366
Severe Toxicity0.0015258789
Low Tox 0.05725329 Constructive 0.539 Policy_Critique
Sep 26, 2025 Inside Canada's Indian Metropolis (Brampton)
Moved to downtown Toronto, Canada on June 5th, 1970. There was no indian grocery stores until a few years later, where a Mr. Sharma opened one of the very first stores. Growing up in the …
Moved to downtown Toronto, Canada on June 5th, 1970. There was no indian grocery stores until a few years later, where a Mr. Sharma opened one of the very first stores. Growing up in the heart of downtown and going to school (Ossington and Old Orchard P.S.) wasn't easy. There was quite a bit of racism in those days so my sister and I had to assimilate quickly, in which we did. We happily lived within the Portuguese and Italian communities and the rest is history!!!!
Identity Attack0.038683333
Insult0.019225692
Profanity0.01084327
Threat0.0061878995
Severe Toxicity0.0015544891
Low Tox 0.056016337 Constructive 0.796 Personal_Narrative
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
indian people are the best people i’ve ever met so friendly and happy.. I love them fr i don’t mind them one bit
indian people are the best people i’ve ever met so friendly and happy.. I love them fr i don’t mind them one bit
Identity Attack0.036105253
Insult0.015720926
Profanity0.02932342
Threat0.009230154
Severe Toxicity0.003414154
Low Tox 0.054779384 Constructive 0.555 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Well sir, You can put your finger on the way Indian people do their stuff (Tradition /culture ) but you can never finger out and say they are not patriotic. When it comes to protecting …
Well sir, You can put your finger on the way Indian people do their stuff (Tradition /culture ) but you can never finger out and say they are not patriotic. When it comes to protecting what they love they will be first one on line of defence, Mark my word. We Respect every Countries constitution, and we are hard workers that's why we prosper. Law and Love that's what country's build on. Have a great day.
Identity Attack0.034816213
Insult0.018838953
Profanity0.014156717
Threat0.0071070488
Severe Toxicity0.0016498566
Low Tox 0.054284602 Constructive 0.758 Moral_Argument
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Fremont,ca has a very very large Indian community probably one of the largest in the u s
Fremont,ca has a very very large Indian community probably one of the largest in the u s
Identity Attack0.04332388
Insult0.015720926
Profanity0.02303812
Threat0.007909686
Severe Toxicity0.0025177002
Low Tox 0.051068526 Moderate Con 0.327 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
In Scotland, the Indian community has been a superb addition to our society. Granted, this happened decades ago, but they have integrated, and all the first gen ones I know consider themselves to be Scottish …
In Scotland, the Indian community has been a superb addition to our society. Granted, this happened decades ago, but they have integrated, and all the first gen ones I know consider themselves to be Scottish first and foremost. The citizens from their adjoining country are a bit of a different story tho.
Identity Attack0.042550452
Insult0.014732921
Profanity0.021876704
Threat0.007301235
Severe Toxicity0.0019931793
Low Tox 0.046368107 Constructive 0.796 Solidarity
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t …
Canada has changed significantly in recent years, and I believe our post-COVID immigration policies have played a major role in the challenges we’re facing today. Here’s how things went off track: Many individuals who couldn’t pass the IELTS (English proficiency test) entered the country on visitor visas or through spousal sponsorships—some of which were questionable or fraudulent. During that time, the government was converting visitor visas into work permits with little to no scrutiny. Background checks and rejections were rare. Meanwhile, colleges rapidly expanded their intake capacity—understandably so, since international students pay three to four times more in tuition. At the same time, due to inflationary pressures, the government allowed international students to work 40 hours per week instead of the previous 20-hour limit. This created a new, ready-to-work labor force in just a year or two, heavily impacting the retail sector. As a result, a large portion of retail jobs shifted toward a single ethnic group, while many Canadian citizens found themselves sidelined. One key factor was flexibility. Many immigrant communities—particularly Indian—were more willing to accept irregular hours and last-minute shifts, often adopting a more compliant, “yes sir” attitude that employers found appealing. However, I’m already beginning to notice changes in the retail landscape, likely due to the government finally tightening immigration rules. Going forward, we don’t need to close our doors—but we do need smarter immigration policies, with proper checks and balances, to ensure fairness and sustainability for everyone.
Identity Attack0.010211408
Insult0.020772645
Profanity0.012961143
Threat0.006757513
Severe Toxicity0.0012016296
Low Tox 0.03828422 Constructive 0.779
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
i’m a farm worker in rural bc who works with indian ladies, i ❤️ them so much. just lovely. my mechanic is a sihk, one of my favorite people ever. indian people helped build bc …
i’m a farm worker in rural bc who works with indian ladies, i ❤️ them so much. just lovely. my mechanic is a sihk, one of my favorite people ever. indian people helped build bc in the last century and continue to do so, their culture is equal to western culture, i don’t worry that they are here one bit, but immigration from anywhere has to be balanced and fair.
Identity Attack0.029917859
Insult0.012148905
Profanity0.019348921
Threat0.007922632
Severe Toxicity0.0019741058
Low Tox 0.036634352 Constructive 0.722
Sep 29, 2025 43 likes Inside Canada's Indian Metropolis (Brampton)
This is a multifaceted problem for us. Firstly we keep emigrating people in, to deal with a declining population, instead of addressing the issues directly resulting in declining population, like the housing problem, cost of …
This is a multifaceted problem for us. Firstly we keep emigrating people in, to deal with a declining population, instead of addressing the issues directly resulting in declining population, like the housing problem, cost of living, under paying jobs, and astronomical Post secondary prices to get basic diplomas I know for a fact that 90's babies will be the last generation to have more then one child. Another issue is the recruitment centers in India, funded by Canadian corporations looking for cheap labor, promising the world to struggling Indians only to back out of every promise they made, and put the burden on the government and Canadians. This plus a lack of population control in India, is set that to have Indians to be over 25% of the global population in the next 50 years.
Identity Attack0.012061302
Insult0.016784932
Profanity0.0128245065
Threat0.0067186756
Severe Toxicity0.0013065338
Low Tox 0.03357032 Constructive 0.641 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
I like sneek peek into Indian culture in Canada. I´m always interested in difrent cultures, so this one is up my alley.
I like sneek peek into Indian culture in Canada. I´m always interested in difrent cultures, so this one is up my alley.
Identity Attack0.023595277
Insult0.0114649
Profanity0.016411226
Threat0.007262398
Severe Toxicity0.0015830994
Low Tox 0.031213367 Constructive 0.516
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Its mainly one major Indian community that prefers to settle there but others are present as well.
Its mainly one major Indian community that prefers to settle there but others are present as well.
Identity Attack0.008546505
Insult0.007854878
Profanity0.011236101
Threat0.0067769317
Severe Toxicity0.00056266785
Low Tox 0.010555492 Moderate Con 0.369 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.