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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: "I noticed a lot of …" 18 comments
Come into the West, a lot of white people give you shit, *no matter what you do* . Obviously not all of them. But in this modern era , enough of them to fund an …
Come into the West, a lot of white people give you shit, *no matter what you do* . Obviously not all of them. But in this modern era , enough of them to fund an entire media ecosystem just for that perspective. You think your immigrants weren't going to notice? Assimilate into _what_ ? The loudest mouths telling you they hate you and you're responsible for all their problems despite being a minority, because you're not a white Christian? And then you're going to scapegoat _them_ for the problems your government and system created, refuse to adapt, and complain that someone did. And _also_ , just like here in NYC.. the reason why a place gets taken over by a bunch of colored immigrants.. is usually because white people start _running_ . And again, the few that are left, complain about _their own_ fleeing, before doing so themselves. Hilarious. I'm in NYC, my neighborhood is literally every kind of immigrant, Filipino, Jamaican, West Indian, Indian, Haitian... all low to middle class, with some who really _saved_ up working for their 30-50 years here. Kids born or here since little kids, educated and making good money with few exceptions. And so of course the neighborhood.. looks just like any neighborhood in America (albeit denser and more traffic). Must be all that 'wokeness' in NYC. This has nothing to do with white or black or brown, of course. This dynamic plays out anywhere with people that are unwilling to challenge themselves and their ego just finding an easy scapegoat...
Identity Attack0.5485698
Insult0.4810288
Profanity0.6001929
Threat0.05688698
Severe Toxicity0.21290472
Moderate 0.5921536 Constructive 0.61 Identity Attack
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
the hindus don't denigrate anybody. ...except those untouchables over there. they're subhuman filth. i think most canadians aren't pissed off about the immigration, exactly, and are more annoyed by the shift in resources. it's a …
the hindus don't denigrate anybody. ...except those untouchables over there. they're subhuman filth. i think most canadians aren't pissed off about the immigration, exactly, and are more annoyed by the shift in resources. it's a pretty big country with a lot of empty space. they set up in a small town and didn't bother anyone. that's roughly in line with canadian values. however, during that time, we've seen a lot of cuts to systems that were intended to help people born in canada and a shift in resources to help people born elsewhere coming into the country. white canadians are correct in noticing that the government has picked a side, and is shifting it's resources to helping this one group at the expense of the other, and it's had visible results that you're helpfully documenting. it's relatively clear that, whatever the merit of that initial shift in resources, it's had some unexpected effects, and that policy needs to be reevaluated. it's relatively clear who needs government resources in brampton in 2025, and the answer is not the same as it was in 1995.
Identity Attack0.41222036
Insult0.5130944
Profanity0.2847897
Threat0.011974656
Severe Toxicity0.02444411
Moderate 0.47119883 Constructive 0.647 Insult Policy_Critique
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
I noticed a lot of these people move to the US and Canada and other countries to get away from their own people and then here they come. A lot of them don't like it …
I noticed a lot of these people move to the US and Canada and other countries to get away from their own people and then here they come. A lot of them don't like it or they would have stayed in their own country They are making the US and other countries and to their country They're bringing their same s***** ways to other people's country and cultures and I cannot believe the US and other countries are okay with this It's not just the Indians It's a Arabs the Mexicans the Asians Everybody leaves their country to come to better countries and still do the same s*** It's just crazy to me They should have stayed at home These people are nasty inside and out. 🤔🤨😔😷🤢🤮😡 And we know that white dude is just straight racist. Poor white trash. 👹
Identity Attack0.48915586
Insult0.40420914
Profanity0.40670946
Threat0.01750142
Severe Toxicity0.072789766
Moderate 0.45549932 Moderate Con 0.472 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I grew up with lots of ukrainian and other immigrants, and on the whole, they are okay. Current ukrainian refugees are, I have noticed, a bit confused owing I think to the unfortunate circumstances which …
I grew up with lots of ukrainian and other immigrants, and on the whole, they are okay. Current ukrainian refugees are, I have noticed, a bit confused owing I think to the unfortunate circumstances which caused them to relocate. I suspect a lot will repatriate themselves when the war ends. I've encoutered many immigrants over the years and I have noticed, that in the last 20 years or so that a disturbing number of refugees are bogus exploitative jerks who wound up here because they weren't welcome where they came from because of their own character flws.
Identity Attack0.36702603
Insult0.41530323
Profanity0.33453682
Threat0.02440793
Severe Toxicity0.023076924
Moderate 0.38434127 Constructive 0.763 Personal_Narrative
Oct 8, 2025 How Canada broke its immigration …
Horrific - just imagine you meet such a person in the workplace, you immediately notice they are in over their head ... you spend a lot of hours of your own time trying to help …
Horrific - just imagine you meet such a person in the workplace, you immediately notice they are in over their head ... you spend a lot of hours of your own time trying to help them learn, and then you fall behind in your own assignments. That is my reality, always getting into trouble for trying to help the ungrateful.
Identity Attack0.006622616
Insult0.27763805
Profanity0.055940874
Threat0.008349842
Severe Toxicity0.004272461
Moderate 0.30464804 Constructive 0.657
Sep 29, 2025 IRCC Names India in Study …
When my family went over the border from Washington State, it’s one of the first things I’ve noticed. I almost got hit in Vancouver Canada and he just drove off like it was nothing. There’s …
When my family went over the border from Washington State, it’s one of the first things I’ve noticed. I almost got hit in Vancouver Canada and he just drove off like it was nothing. There’s a lot of Arabs too.
Identity Attack0.37655997
Insult0.09416737
Profanity0.091633186
Threat0.061089642
Severe Toxicity0.015673593
Low Tox 0.29405528 Constructive 0.558 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I lived in Brampton for 25 years, so I would like to weigh in. We definitely have an extremely large indian population here. There are a lot of upsides and downsides to that. Some of …
I lived in Brampton for 25 years, so I would like to weigh in. We definitely have an extremely large indian population here. There are a lot of upsides and downsides to that. Some of my best friends are Indian immigrants, some of the people I hate the most are also indian immigrants. With any large group of people, you will always have examples of exceptionally nice people, but also horrible people. Something I noticed a lot recently is that newer immigrants are a lot less interested in learning about Canadian culture, norms, and integration. A lot of my longtime indian friends learnt the Canadian culture, Canadian norms, and wish to work with Canadians. They celebrate christmas, are respectful and polite, and are otherwise outstanding Canadian Citizens. A lot of the newer problems in Brampton can make it unattractive for others. Lots of loud music blaring, street racing waking you up at 4am in the morning, fireworks at 3am for no apparent reason, etc.
Identity Attack0.36702603
Insult0.1669316
Profanity0.15812257
Threat0.01254427
Severe Toxicity0.014705247
Low Tox 0.2854903 Constructive 0.842
Nov 5, 2025 223 likes Inside Canada's Indian Metropolis (Brampton)
I’m Australia on a work visa in Canada and I’m shocked by how many Indians are here. I’m assimilating to the Canada culture and ways but a lot of them here I’ve noticed don’t and …
I’m Australia on a work visa in Canada and I’m shocked by how many Indians are here. I’m assimilating to the Canada culture and ways but a lot of them here I’ve noticed don’t and won’t.
Identity Attack0.27510223
Insult0.047935467
Profanity0.019348921
Threat0.006912862
Severe Toxicity0.004558563
Low Tox 0.1893425 Constructive 0.613 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
When I visited Vancouver British Columbia I noticed a lot of Indian people and it was interesting. I saw more Indian and Asians than Canadians haha
When I visited Vancouver British Columbia I noticed a lot of Indian people and it was interesting. I saw more Indian and Asians than Canadians haha
Identity Attack0.23467018
Insult0.036435258
Profanity0.033645786
Threat0.0071847234
Severe Toxicity0.004673004
Low Tox 0.18364124 Constructive 0.543 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
As someone who comes from latin-america and has been travelling and touristing in Canada for the last 10 + years, and finally decided to take the step to immigrate to Canada through the front door, …
As someone who comes from latin-america and has been travelling and touristing in Canada for the last 10 + years, and finally decided to take the step to immigrate to Canada through the front door, I can safely say you guys are losing your amazing country. My permit was not approved and you know what, I am not even mad. I see a lot of these people leeching off your government and for some reason they get preferential treatment over people like me who come to do things honestly, work, study, and adding to the country instead leeching from it. Like I said, I first came to Canada a little over 10 years ago, and I am telling you this country is changing for the worse. One thing I also noticed is how back then I always used to hear the memes of Canadians being nice and always saying "sorry". Those memes no longer exist. I know it doesn't say much, but what I am trying to say here is: The quality of the Canadian citizen is 100% decreasing.
Identity Attack0.08004672
Insult0.081508696
Profanity0.054437835
Threat0.007909686
Severe Toxicity0.0048446655
Low Tox 0.1798404 Constructive 0.756
Sep 29, 2025 10 likes IRCC Names India in Study …
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)
Mexicans being in the U.S. makes sense historically. A lot of the Southwest used to be part of Spain and Mexico, so Spanish city names, streets, food, and culture were already here before the borders …
Mexicans being in the U.S. makes sense historically. A lot of the Southwest used to be part of Spain and Mexico, so Spanish city names, streets, food, and culture were already here before the borders changed. That's why Mexican culture blends into the U.S. more naturally - same Western roots, similar religion, long shared history. With India and Canada, it's different. There's no shared history or cultural foundation there, so when large numbers move in, they bring an entirely separate culture instead of blending into what already exists. That's why it feels more noticeable and disconnected.
Identity Attack0.10221587
Insult0.025929155
Profanity0.017436003
Threat0.006815769
Severe Toxicity0.0026893616
Low Tox 0.10653123 Constructive 0.546 Comparative_Framing
Jan 27, 2026 107 likes Inside Canada's Indian Invasion...
Immigration has increased because the government needs more people for the economy. The population 25+ years ago was enough to keep with the costs and demand. Now, Canada probably has a lot of demand and …
Immigration has increased because the government needs more people for the economy. The population 25+ years ago was enough to keep with the costs and demand. Now, Canada probably has a lot of demand and needs an influx of people both for education and jobs. Indians are enticed to come because they hear about towns that cater towards Indians like Brampton. Chinese people used to be the majority of immigrants and that was because Chinatowns would cater to them. Not to mention, these immigrants likely have temporary worker or student visas. These an whole thing with the student visas but I don't want to get into it. So Amazon and other large companies need a lot of workers for their demand and look outside of Canada to fill the job numbers. Meanwhile, Canadians that have been here for awhile are on the streets and jobless. So basically, Canada needs immigration for its demand but I think when too many people come all at once and from usually one country, Canadians will notice the change and feel the tensions that come with it.
Identity Attack0.08004672
Insult0.027476108
Profanity0.015625564
Threat0.0069516995
Severe Toxicity0.0024032593
Low Tox 0.09958932 Constructive 0.716
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
what I've noticed is that I get sick a lot more often from the fast food places that have been taken over.
what I've noticed is that I get sick a lot more often from the fast food places that have been taken over.
Identity Attack0.0052906936
Insult0.026702631
Profanity0.019485557
Threat0.0075083673
Severe Toxicity0.0017356873
Low Tox 0.077668175 Constructive 0.518 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
I’ve lived in Canada for 30 years, but I became unemployed in 2021. This is the first time I’ve been out of work for more than a year and a half. I’ve applied online for …
I’ve lived in Canada for 30 years, but I became unemployed in 2021. This is the first time I’ve been out of work for more than a year and a half. I’ve applied online for over 20 jobs, but unfortunately I haven’t received any responses. This has never happened to me before. When I first came to Canada, it felt very safe—you could even leave your door unlocked at night. Things have changed a lot since then. Nowadays, there are many new immigrants and refugees, which has also changed the job market. I’ve noticed that many companies prefer hiring workers with student visas, because the government subsidizes part of their wages. That makes it more cost-effective for companies compared to hiring Canadian workers. I heard this directly from my former manager. As a result, some of my old colleagues now only get one or two days of work per week, while companies continue bringing in new employees.
Identity Attack0.0233943
Insult0.021868404
Profanity0.016001316
Threat0.00704232
Severe Toxicity0.001745224
Low Tox 0.050573748 Constructive 0.796
Aug 25, 2025 26 likes Why Canadians Are Turning Against …
I’ve recently left Canada and noticed lots of FB ads inviting foreigners to engage a screening process to see if they qualify for residency in Canada.
I’ve recently left Canada and noticed lots of FB ads inviting foreigners to engage a screening process to see if they qualify for residency in Canada.
Identity Attack0.019676208
Insult0.010552894
Profanity0.010262563
Threat0.006317357
Severe Toxicity0.0009822845
Low Tox 0.028149333 Moderate Con 0.498 Personal_Narrative
Nov 21, 2025 19 likes Thousands of refugees allowed into …
Thank you for covering this! 💯 Quite honestly Canada went down the drain and we all notice it, see it, experience it. This needs to be talked about a lot more and you did a …
Thank you for covering this! 💯 Quite honestly Canada went down the drain and we all notice it, see it, experience it. This needs to be talked about a lot more and you did a great job starting that conversation 💯💯
Identity Attack0.0053276913
Insult0.009678889
Profanity0.011458136
Threat0.006162008
Severe Toxicity0.0007343292
Low Tox 0.01608456 Constructive 0.64
Jan 27, 2026 Inside Canada's Indian Invasion...
My son is Canadian born and a college graduate. He was a smart student and very hard working person but until now he couldn't find a job even at Tim Horton. I noticed that a …
My son is Canadian born and a college graduate. He was a smart student and very hard working person but until now he couldn't find a job even at Tim Horton. I noticed that a lot of people who are working now are from India. They're the one who are getting experienced and etc.This is not fair to Canadians😢.
Identity Attack0.00010560334
Insult0.00015255246
Profanity0.000024591673
Threat0.000033847275
Severe Toxicity0.0000032942548
Low Tox 0.00037675962
Apr 19, 2025 28 likes

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.