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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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Active: "This is why Assimilation is …" 445 comments · Page 16 of 18
You guys did a good job finding and questioning other immigrants that assimilated long ago
You guys did a good job finding and questioning other immigrants that assimilated long ago
Identity Attack0.08831879
Insult0.027218282
Profanity0.018529098
Threat0.0071070488
Severe Toxicity0.002374649
Low Tox 0.10826672 Moderate Con 0.437 Solidarity
Dec 7, 2025 Inside Canada's Indian Metropolis (Brampton)
They don't like to assimilate everywhere they go.
They don't like to assimilate everywhere they go.
Identity Attack0.046159767
Insult0.024768941
Profanity0.020783609
Threat0.007314181
Severe Toxicity0.0026512146
Low Tox 0.10826672 Low Con 0.271
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
There's gotta be a limit to how many foreigners can legally imigrate to a country/province/state, they must assimilate and cant depopulate
There's gotta be a limit to how many foreigners can legally imigrate to a country/province/state, they must assimilate and cant depopulate
Identity Attack0.099072486
Insult0.021481665
Profanity0.017982552
Threat0.008764107
Severe Toxicity0.0027656555
Low Tox 0.10783285 Moderate Con 0.328 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. …
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. Many of my friends and family friends have moved to other neighborhoods POST mosques being put up near their homes. And let's not talk about employment and foreign "students". I was lucky to get a job last summer at a family owned small business Ice Cream store right after high school. We even got a review saying we weren't diverse enough despite us being a group of White, East Asian and Black employees lol. And many people say if your not Indian and your getting your drivers test, you go out of Brampton to do the test because you'll likely get discriminated by who is running the test. It's absolutely absurd. It sounds like tin foil hat sh*t, but if you live here like me everything comes full circle. But ofc there are good ones, but they are typically the westernized ones, who have assimilated, they play or watch hockey and have developed a Canadian accent. But the majority haven't assimilated, they are likely first generation, and they do things like stuff 15+ people in one suburban home. And just small things like staring at you in public (idk why their community stares you down), they spit on sidewalks, and they use some crazy a$$ spices when they cook. The smell carries over for blocks and you know your in deep Brampton territory when your driving and that smell of spicy curry hits you and you gotta roll up them windows lol. It's a nasty smell. This mass migration is a huge issue and needs awareness.
Identity Attack0.06476828
Insult0.033460364
Profanity0.03690237
Threat0.008077981
Severe Toxicity0.0038528442
Low Tox 0.10696511 Constructive 0.818 Personal_Narrative
Jan 27, 2026 8 likes Inside Canada's Indian Invasion...
It’s a problem here in Canada. They aren’t heading to the USA basically all of them stay cause it’s just easy. Nobody would have a problem if they made an effort to assimilate and some …
It’s a problem here in Canada. They aren’t heading to the USA basically all of them stay cause it’s just easy. Nobody would have a problem if they made an effort to assimilate and some do but the ones who don’t ruin the image for the rest of them. Other obvious problem is we’ve let in too many people in in general like more people have come than living units have been built making many problems just right there and then and it’s not really the people who immigrates fault it’s the government. I know restricting imagination and making the test to get in harder so they actually have to know something about Canadas history and our culture and realistically we need to apply more pressure on the expectation that immigrants eventually assimilate.
Identity Attack0.055673428
Insult0.03588435
Profanity0.020578653
Threat0.0075083673
Severe Toxicity0.0030326843
Low Tox 0.10696511 Constructive 0.619 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Watch out Canada you're going to turn into Minnesota. They won't assimilate.
Watch out Canada you're going to turn into Minnesota. They won't assimilate.
Identity Attack0.059311368
Insult0.027218282
Profanity0.012892825
Threat0.009385503
Severe Toxicity0.0024604797
Low Tox 0.10609736 Low Con 0.254
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank you for making this, I live in Surrey and you can go an entire day without seeing anyone else. Them being here is not the problem. The problem is the government working only for …
Thank you for making this, I live in Surrey and you can go an entire day without seeing anyone else. Them being here is not the problem. The problem is the government working only for them, some of them not even attempting to assimilate and a choice few of them bringing over their gang violence (again, only a few bad apples, most are fabulous people).
Identity Attack0.021585498
Insult0.037395194
Profanity0.015147334
Threat0.0086087575
Severe Toxicity0.0020122528
Low Tox 0.10522962 Constructive 0.755 Personal_Narrative
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
‘In the first place, we should insist that if the immigrant who comes here in good faith becomes a Canadian and assimilates himself to us, he shall be treated on an exact equality with everyone …
‘In the first place, we should insist that if the immigrant who comes here in good faith becomes a Canadian and assimilates himself to us, he shall be treated on an exact equality with everyone else, for it is an outrage to discriminate against any such man because of creed, or birthplace, or origin.. But this is predicated upon the person’s becoming in every facet a Canadian, and nothing but a Canadian… There can be no divided allegiance here. Any man who says he is a Canadian, but something else also, isn’t a Canadian at all. We have room for but one flag, the Canadian flag… And we have room for but one sole loyalty and that is a loyalty to the Canadian people.’ Wilfrid Laurier 1907
Identity Attack0.060675595
Insult0.03335018
Profanity0.017026093
Threat0.007974415
Severe Toxicity0.0024986267
Low Tox 0.104361884 Constructive 0.515 Identity_Assertion
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
People from India who have immigrated here 15-20 years ago are saying the same thing as the rest of Canada. Its too much, and people arent assimilating.
People from India who have immigrated here 15-20 years ago are saying the same thing as the rest of Canada. Its too much, and people arent assimilating.
Identity Attack0.09576365
Insult0.02618698
Profanity0.012380436
Threat0.0060196044
Severe Toxicity0.0017738342
Low Tox 0.104361884 Constructive 0.546 Personal_Narrative
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
Let's be real, about this nation called Canada where real native canadians were "First Nations, Metis & Inuit" they were the ones as Indigenious people who inhabited canada for thousand of years ago & later …
Let's be real, about this nation called Canada where real native canadians were "First Nations, Metis & Inuit" they were the ones as Indigenious people who inhabited canada for thousand of years ago & later demographic shift could later be seen during 16th century from European colonization where majority of french and british invaded with consistent colonization & took control of the land, these settlers, along with later European immigrants, seized indigenous land, displaced indigenous communities, and brought diseases that decimated native populations. Long story short now, based on 2021 census data shows native canadian population make up to only 5% of total Canadian population whereas the rest remaining are non-indigenous people of Canada at above 90% are foreign invaders from 16th century who came as an opportunist and occupied everything; same as Indian they came took the opportunity by working hard, contributing to the nation yet, you people here crying, complaining & bragging abt these & that abt Indian's bt let's not forget "Europeans" are the ones who did the dirtiest things characterized by forced assimilation, abusive residential school system, and loss of land. Please explain this from a liberal perspective, how was it fair for Indigenous people of Canada?? compared to Indian Standards.
Identity Attack0.0543092
Insult0.03522326
Profanity0.016069634
Threat0.007417747
Severe Toxicity0.0031089783
Low Tox 0.103494145 Constructive 0.683 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Hopefully just Indians, the others actually attempted to assimilate.
Hopefully just Indians, the others actually attempted to assimilate.
Identity Attack0.15526927
Insult0.004422498
Profanity0.00058548915
Threat0.0027542922
Severe Toxicity0.000015683296
Low Tox 0.10309766
Apr 15, 2025
the problem isn’t them necessarily but they way they refuse to assimilate to canadian culture. it’s exhausting.
the problem isn’t them necessarily but they way they refuse to assimilate to canadian culture. it’s exhausting.
Identity Attack0.05976611
Insult0.030485468
Profanity0.011526455
Threat0.0064597605
Severe Toxicity0.0016975403
Low Tox 0.103060275 Moderate Con 0.304 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
5:50 I agree, I'm thankful the government is starting to revoke / cancel visas to try to get a handle on things. This goes beyond just Indian people. It's for all people that immigrate to …
5:50 I agree, I'm thankful the government is starting to revoke / cancel visas to try to get a handle on things. This goes beyond just Indian people. It's for all people that immigrate to our country. I agree, I think if people come to my country, they need to assimilate. Learn our languages, understand our culture and integrate. I feel that they need to create another sector to follow up on visas, check in on people, monitor. I also feel the banks need to monitor the amount of money people are sending back home, I understand some money. But not everything.
Identity Attack0.08749158
Insult0.024640027
Profanity0.029596692
Threat0.00948907
Severe Toxicity0.0037956238
Low Tox 0.103060275 Constructive 0.852 Policy_Critique
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
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 …
In Canada every Tim Hortons is like that it's become known as Singh Hortons Also real native Canadians don't like the word "assimilate" after what was done to the indigenous
In Canada every Tim Hortons is like that it's become known as Singh Hortons Also real native Canadians don't like the word "assimilate" after what was done to the indigenous
Identity Attack0.05976611
Insult0.030044744
Profanity0.012892825
Threat0.006427396
Severe Toxicity0.002040863
Low Tox 0.10175867 Constructive 0.508 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canadian I think immigration is a good thing, but the liberal government has completely broken that system. The people coming here do not assimilate into Canadian culture and they do not respect this …
As a Canadian I think immigration is a good thing, but the liberal government has completely broken that system. The people coming here do not assimilate into Canadian culture and they do not respect this country. This isn't the Canada I grew up in and it's not the Canada that I want to keep living in. I hope it will be fixed. I love Canada
Identity Attack0.06385879
Insult0.028832749
Profanity0.011133623
Threat0.0067186756
Severe Toxicity0.002231598
Low Tox 0.10045706 Constructive 0.625
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I have learned something from watching this video. They seem like like really kind people. Though they are new, they are still learning how to assimilate to our culture, and there's no reason to be …
I have learned something from watching this video. They seem like like really kind people. Though they are new, they are still learning how to assimilate to our culture, and there's no reason to be predujice against them. It’s the government that’s exploiting them.
Identity Attack0.034300596
Insult0.024897853
Profanity0.032142747
Threat0.010576514
Severe Toxicity0.0028038025
Low Tox 0.10002319 Constructive 0.647 Solidarity
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
What happened when the british tookover India? did they assimilate? pay indian taxes? they exported the wealth to build britian. The reverse is happening now. That's it. It's what has always happened.
What happened when the british tookover India? did they assimilate? pay indian taxes? they exported the wealth to build britian. The reverse is happening now. That's it. It's what has always happened.
Identity Attack0.0775651
Insult0.022061773
Profanity0.0137468055
Threat0.0074824756
Severe Toxicity0.0024318695
Low Tox 0.09915545 Low Con 0.3
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
You should come to Portland OR and Vancouver WA, Seattle area too - compare and contrast these communities to the Russians that moved here in the 90s. Still only one generation, but very assimilated, just …
You should come to Portland OR and Vancouver WA, Seattle area too - compare and contrast these communities to the Russians that moved here in the 90s. Still only one generation, but very assimilated, just with old foods and some customs of the old land. Like Germans, Scandinavians, English, Scottish, Polish, Italians, French immigrants. 2nd gen is already thoroughly Americanized. By 3rd generation, impossible to tell the difference. We do tend to be much more conservative, very Protestant actually in the PNW. Ilya Malinin, a memeber of our US figure skating team, is ethnically Russian. Looks like a Russian, but Russians look very American generally. Many such cases. And then the Mexis, Somalis, Indians... Even the fresh Ukrainians are a little uh... but I think at least the Ukies will adapt quickly
Identity Attack0.06249457
Insult0.030044744
Profanity0.016616182
Threat0.0069646453
Severe Toxicity0.0025177002
Low Tox 0.09872158 Constructive 0.79 Comparative_Framing
Feb 25, 2026 Inside Canada's Indian Invasion...
If you are not ready to assimilate then don't go. Bicycle guys is what the world need more of right now.
If you are not ready to assimilate then don't go. Bicycle guys is what the world need more of right now.
Identity Attack0.011765319
Insult0.026831545
Profanity0.017026093
Threat0.010964886
Severe Toxicity0.002822876
Low Tox 0.09611836 Moderate Con 0.36 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
I don’t really understand why these people are receiving hate if they seem like they help one another and others. Those food banks and kitchens that offer a free meal to anyone is a good …
I don’t really understand why these people are receiving hate if they seem like they help one another and others. Those food banks and kitchens that offer a free meal to anyone is a good thing. I understand that many Canadians want assimilation but you can’t seriously expect people who were raised in another country for decades to automatically become Hockey viewers and poutine fans overnight assimilation takes time. Instead of looking at them with skepticism y’all should talk with one another instead. That old dude towards the end really said it best that we should help one another as humans.
Identity Attack0.028418748
Insult0.03489272
Profanity0.019348921
Threat0.007068211
Severe Toxicity0.0021266937
Low Tox 0.0926474 Constructive 0.8
Oct 4, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
Canada needs to revamp immigration. Assimilation should be required. If I went to another country, I’d be required to do so. Canada doesn’t have its own culture anymore. Multiculturalism isn’t a culture.
Canada needs to revamp immigration. Assimilation should be required. If I went to another country, I’d be required to do so. Canada doesn’t have its own culture anymore. Multiculturalism isn’t a culture.
Identity Attack0.06294931
Insult0.020772645
Profanity0.011167783
Threat0.006641001
Severe Toxicity0.001707077
Low Tox 0.09033044 Moderate Con 0.39
Sep 20, 2025 38 likes Inside Canada's Indian Metropolis (Brampton)
If we we're smarter as a species, immgration would be strict with assimilation tests to make sure you actually assimilate to where you're moving. Every country shouldnbe soverign and presurving the culture. Deportation if you …
If we we're smarter as a species, immgration would be strict with assimilation tests to make sure you actually assimilate to where you're moving. Every country shouldnbe soverign and presurving the culture. Deportation if you cant assimilate to the country you move to.
Identity Attack0.040745795
Insult0.017549826
Profanity0.01627459
Threat0.010395273
Severe Toxicity0.0021457672
Low Tox 0.08716487 Moderate Con 0.494 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Immigration isnt bad...its good. But open borders and a very flast influx of foreigners isnt. It doesn't make them assimilate nor does it help canadians assimilate to them. They just avoid eachother until they can't. …
Immigration isnt bad...its good. But open borders and a very flast influx of foreigners isnt. It doesn't make them assimilate nor does it help canadians assimilate to them. They just avoid eachother until they can't. Immigration is supposed to be a process/privilege, not to be taken for granted. Do it slow and nobody will even notice.
Identity Attack0.057492398
Insult0.021288296
Profanity0.012141321
Threat0.007547205
Severe Toxicity0.0020122528
Low Tox 0.085582085 Moderate Con 0.419
Jan 27, 2026 Inside Canada's Indian Invasion...
1:55 This guy seems like the perfect immigrant he comes i assimilates with the culture and understands the importance of other people also assimilating to canadian culture
1:55 This guy seems like the perfect immigrant he comes i assimilates with the culture and understands the importance of other people also assimilating to canadian culture
Identity Attack0.047190998
Insult0.020708188
Profanity0.017572641
Threat0.0071717775
Severe Toxicity0.002670288
Low Tox 0.08083374 Constructive 0.603 Solidarity
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.