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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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Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "the homeless people who would …" 12 comments
There’s definitely an influx of Indians in Brampton that make a mess which needs to change lol but with all that talk about being dirty and living together.. how often have you ever come across …
There’s definitely an influx of Indians in Brampton that make a mess which needs to change lol but with all that talk about being dirty and living together.. how often have you ever come across a homeless Indian? Do we need less of them? Yes, but do a lot of them also grind their asses off to make it work? Yes. They only get berated because there’s a surge of them, and this would’ve been just as bad for Africans, Latinos and East asians if roles were reversed. “They stay to themselves” yeah it’s called a community and white people have always excluded minorities lmao so suck it up. We do need to deport a lot of these students who make a mess but lets not act like these Indians aren’t hustlers who do what it takes to make it work.
Identity Attack0.49584505
Insult0.46625584
Profanity0.41503602
Threat0.07323132
Severe Toxicity0.16233426
Moderate 0.4826145 Constructive 0.63
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Hard truth. White people became spoiled with their lives. So many would rather live and burn through their desires in their youth than bother with getting married and having children. The drugged and homeless are …
Hard truth. White people became spoiled with their lives. So many would rather live and burn through their desires in their youth than bother with getting married and having children. The drugged and homeless are generally not immigrants but white Canadians, why? Brown families revere family, communal bonds, and dedication/loyal to kin. Will work hard, will be resourceful and they will network very efficiently amongst themselves, whereas Tim, Doug, and Mike from Canada want to drink, frolic, live out their s3xual desires and the few children born to such people end up like these or worse. Short answer, Canada needs taxpayers, Canadians need to have large families again and start having children, which also means taking marriage seriously again and perhaps becoming more religious. The decay of the western man is primarily due to the vices of feminism and liberalism which are horrible and dangerous ideologies, coupled with corrupt politicians and economic turmoil and atheistic mindset. The governments need workers, taxpayers etc and white Canadains are drowing in privledge
Identity Attack0.46028158
Insult0.29383746
Profanity0.10116278
Threat0.028206514
Severe Toxicity0.023076924
Moderate 0.39669925 Moderate Con 0.495 Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not …
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not everyone is like that in my experience, I'm not from brampton but I'm sikh and I have sikh friends who are white and indigenous as well. One thing people don't realise is a lot of Canadians are actually really racist. You clearly saw that from the interview of the guy and his wife who was an RN, they passed the exam fair and square but I feel like his lack of understanding of the English language didn't get his point across right. The point he missed was the quality of life is higher in Canada, In India it's way easier, the cost of living is way cheaper, there's tons of cheap labour to hire maids for all your house work for example which is common in their culture, but as you've probably seen online, India isn't the cleanest or friendliest place to be, and if he was a nurse in India he would probably be broke without a good job, and having the opportunity to find good high paying jobs in something that Canadians also do when they travel to the US if a position in their field isn't available in whatever local city they grew up in. The main issue stems from international students from like after covid, regardless of country, India is in the spotlight because there's just more indians compared to other countries international students but its all the same stuff, you have kids from all over the world that might not have learned the same cultural practices, fresh 16-18 year olds living alone for the first time that have to do all their own chores and don't even know how to take care of themselves in some cases or do laundry or anything like that and it doesn't mean they were illegal immigrants or anything, just that they never put in the effort to learn because they were too entitled, its the same with entitled kids that go to Korea or Japan from north America as well that don't learn their culture and customs and misbehave because they are too entitled, and once you understand that you can see the bigger picture more clearly instead of just defaulting to racism. Also I'm not saying they can't be frustrated, its frustrating for everyone, even for me but racism isn't the answer.
Identity Attack0.38699543
Insult0.2817503
Profanity0.06646215
Threat0.015256803
Severe Toxicity0.016771052
Moderate 0.36867723 Constructive 0.855 Moral_Argument
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
This is an interesting issue. I have lived in both Brampton and Surrey, and there is some real issues with immigration. But the homeless you showed made me think about the other side of the …
This is an interesting issue. I have lived in both Brampton and Surrey, and there is some real issues with immigration. But the homeless you showed made me think about the other side of the coin, these Indian immigrants would probably do a better job feeding our own homeless if they were aware they were welcome. Things like garbage and stuff, indians have less civil duty because their own cultural issues. But they have a sense of duty of family and community. So we need to hold our goverment responsible for not handling emmigration properly, but also if have compassion and bring these people into our communities as well, then you will feel a new sense of duty from them. Its a tough issue on both sides that our goverments are forcing us the people to deal with
Identity Attack0.2949366
Insult0.22303216
Profanity0.07999486
Threat0.007870848
Severe Toxicity0.0090789795
Low Tox 0.2854937 Constructive 0.853 Moral_Argument
Oct 2, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Beautiful thing about we Hindus or Sikhs is that we don't enforce our culture to anyone. If it was Islam, Brampton would have become a no go zone or a mini Islamic country. You might …
Beautiful thing about we Hindus or Sikhs is that we don't enforce our culture to anyone. If it was Islam, Brampton would have become a no go zone or a mini Islamic country. You might ask me, why don't they assimilate with locals? Well, we are culturally different and our skin colours are different. Assimilation at large scale requires common ground. In work places, people assimilate but Race Mixing at large scale is also not good for the society. It's very sad to see white people being homeless, Build a community of your own, look after one another. To be honest, you guys have destroyed your family structure in the name of individualism, feminism etc...
Identity Attack0.36273825
Insult0.08459369
Profanity0.07223598
Threat0.011586283
Severe Toxicity0.010986328
Low Tox 0.2820025 Constructive 0.753 Identity_Assertion
Dec 24, 2025 Inside Canada's Indian Metropolis (Brampton)
See I'm conflicted now actually. So you're saying these Indian communities are providing free resources at large scales for food and hospitality that aren't being taken advantage of by the homeless and impoverished white population? …
See I'm conflicted now actually. So you're saying these Indian communities are providing free resources at large scales for food and hospitality that aren't being taken advantage of by the homeless and impoverished white population? I'm not sure where the problem starts here.. because to be quite honest the rest of the country isn't necessiraly like this. Places like Hamilton and Toronto are incredibly mixed, where I'm not sure there is a minority, and places such as Welland, st Catherine's, Niagara, Langley, are still largely white. At what point do we look at people who are choosing to live on the streets and do drugs and say they are not taking advantage of the resources and opportunities being provided to them? And Brampton has been this way, to be honest, for 20 years. At what point do we accept that this is now Brampton, and that the country offers a lot of diversity for those who would choose to not live in it.
Identity Attack0.26155844
Insult0.06858205
Profanity0.036401358
Threat0.0082074385
Severe Toxicity0.005836487
Low Tox 0.21508642 Constructive 0.819
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I wonder why they would like to live in the US so much? I've been there and I've met a lot of people from there, I am a tour guide from spain. I would say …
I wonder why they would like to live in the US so much? I've been there and I've met a lot of people from there, I am a tour guide from spain. I would say the US its an ok country, with good job opportunities, nice infraestructure but with a lot of problems of drug abuse, homelessness and crime Specially for a so called "developed nation". I was shocked when I heard that there are what you call school shootings there! Why don't you tackle that problem and alow it to happen? I have never seen that, in such a scale in more developed countries like switzerland, japan or south korea.
Identity Attack0.10221587
Insult0.06267534
Profanity0.04592061
Threat0.025271246
Severe Toxicity0.0059127808
Low Tox 0.17285149 Constructive 0.807 Comparative_Framing
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
You know, Brampton even before trudeau was becoming basically little India, and most Canadians just said whatever let them have it, we kinda accepted it. But after trudeau with mass immigration and them taking over …
You know, Brampton even before trudeau was becoming basically little India, and most Canadians just said whatever let them have it, we kinda accepted it. But after trudeau with mass immigration and them taking over other cities its when it became a little too much and started to take over canadian culture. I had a friend visit from the u.s for the very first time, and we did some sight seeing, you know going to places around ontario that tourists would check out, went to niagra falls for the first time in maybe 10 years man it changed. It was 90% Indian people. She noticed it right away but didnt say anything, i said a lot of indians huh? and she said yeah didnt think canada was like this. When you think Canada its always been mulicultural, you just think of all ethnicities and people of different cultures but at the end of the day everyone was Canadian and they assimilated. Now you dont think of a multicultural country you think of an indian country thats changing the canadian culture and way of life and not in a good way. Identity is being taken away and it needs to stop. Canada needs to take notes from Poland before its too late. Poland closed their doors and guess what? economy went up, crime rate went down, people are happier. Canada opened the doors, crime rate shot up, economy crashing, more homelessness then ever and so on. Not saying its specifically Indian people, its the amount coming in and how they adopt canadian culture but instead bring their culture and trye changing the country to fit them rather then fitting in with an already established country and culture.
Identity Attack0.06567776
Insult0.07935401
Profanity0.026590679
Threat0.007353018
Severe Toxicity0.004005432
Low Tox 0.15987846 Constructive 0.758
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I am Muslim I'm sure if the homeless people go to a Sikh temple they would get free food ❤
I am Muslim I'm sure if the homeless people go to a Sikh temple they would get free food ❤
Identity Attack0.10221587
Insult0.024768941
Profanity0.02392626
Threat0.010705971
Severe Toxicity0.0059890747
Low Tox 0.11739369 Constructive 0.61
Nov 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Dear everyone, Culture is a constantly changing phenomenon. If you had visited Canada 500 years ago, you would have seen Indigenous tribes living on this land with their own cultural values. Two hundred years ago, …
Dear everyone, Culture is a constantly changing phenomenon. If you had visited Canada 500 years ago, you would have seen Indigenous tribes living on this land with their own cultural values. Two hundred years ago, European culture became more prominent, but it was still a very different place from what we see today. Family values were strong, and who your family was often determined much of your future. Now, Canadian culture is changing once again. The arrival of Indian immigrants will inevitably influence Canadian culture, whether people like it or not. Some may try to resist—perhaps through a kind of “Trumpism”—but that will only provide temporary comfort. In the long run, Canadian culture will continue to evolve with the influx of newcomers. Today it is Indians; in the coming decades, it may be another nationality. The key point is to embrace change—and perhaps change ourselves in the process. For example, the rise in homelessness is tied more to social and economic issues than to immigration. Family structures among white Canadians are becoming less central in people’s lives, and religion is also losing influence. Parenting values are often shaped by fleeting psychology trends and “helicopter parenting,” leaving many children without the strong foundation they need. Perhaps there is something to learn from Indian immigrants about building families, fostering strong connections, and strengthening community ties. Thank you.
Identity Attack0.10221587
Insult0.031697463
Profanity0.015693882
Threat0.007314181
Severe Toxicity0.0031280518
Low Tox 0.11140333 Constructive 0.718 Moral_Argument
Sep 19, 2025 8 likes Inside Canada's Indian Metropolis (Brampton)
The points system is why Canadians have a good impression of immigrants. When you let in english or french speaking well or over-educated new citizens, people will have a good impression of these hardworking people. …
The points system is why Canadians have a good impression of immigrants. When you let in english or french speaking well or over-educated new citizens, people will have a good impression of these hardworking people. When you let in gobs of just anyone.. you end up with Brampton, Ontario, or Sweden, where foreign nationals have brought their own opinion of how life should be to a previously high trust/well functioning area. Like the opposite of gentrification. Basically slumification, a reduction in trust, an increase in crime, an increase in corruption.. Who would have thought there would one day be new Canadian citizens calling for Sharia Law in Canada? That is when immigration "jumped the shark", and the system needs fixing. And Canada already has the fix: Limit immigration to economically well off migrants who meet the points quota: ie, they are educated and speak english or french. And greatly restrict refugees... we have enough homeless and economically useless people, we do not need more.
Identity Attack0.04203484
Insult0.033019636
Profanity0.015693882
Threat0.0069905366
Severe Toxicity0.0021743774
Low Tox 0.091913216 Constructive 0.614
Jun 19, 2025 2 likes How Canada broke its immigration …
The governance of Canada produced that church full of homeless people, so the government has imported a cohesive family friendly culturally united community. It would have been nice if Canada could have simply nurtured its …
The governance of Canada produced that church full of homeless people, so the government has imported a cohesive family friendly culturally united community. It would have been nice if Canada could have simply nurtured its own people to support a Canadian culture. . . but that's not profitable. It seems that to survive in the face of Canadian Liberal governance . . . native Canadians need to learn from the Indians . . . to look after themselves in each community.
Identity Attack0.052490227
Insult0.026315894
Profanity0.010587076
Threat0.0059160385
Severe Toxicity0.0016117096
Low Tox 0.081625134 Constructive 0.521
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)

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.