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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: "Most of them aren't actually …" 17 comments
I am so sick of this shit... you guys act like white people didn't do this exact same thing years ago but because they aren't white and have a different culture then "most" Canadians it …
I am so sick of this shit... you guys act like white people didn't do this exact same thing years ago but because they aren't white and have a different culture then "most" Canadians it becomes a problem. Canada accepts a lot of immigrants more then the US but if the US had a less strict immigration policy it would probably look very similar. Canada is super under populate comparing it to other countries of the same exact size. Hey Canadians can we not be as racist as the flipping Americas. Saying that they're is an invasion of people who have proper documentation and are allowed to live in Canada is racist. To say you want people of a different race or culture is flipping racist no matter what way you spin it. It makes me so angry that fucking youtuber with no fucking degree gets to shit on others people lives and profit off of it. And the sad part is Tyler is not the only one doing this but many other youtubers are straight up doing bad journalism and taking random peoples word for it...with zero degrees in the matter they are speaking about. Yes sometime he gets people who actually know what they are talking about but most the time they are super bias or have something to gain from talking about it. Anyways, I just tired of "Scary" propaganda most the time it's not an actually issue. What we as Canadians should be focused on why you need 10+ years of experience to work a minimum wage job (And it isn't Indian immigrants fault but greedy corporations)
Identity Attack0.55044734
Insult0.57787937
Profanity0.70384485
Threat0.03304107
Severe Toxicity0.3529199
Toxic 0.78711975 Constructive 0.734 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Oh the IRONY! If you aren't First Nations, you ARE an immigrant. Why don't you actually all make an effort to learn at least a few words in our languages; the ACTUAL languages of Our …
Oh the IRONY! If you aren't First Nations, you ARE an immigrant. Why don't you actually all make an effort to learn at least a few words in our languages; the ACTUAL languages of Our country 🙄. You can't be that dumb. I'm not trying to be harsh, but most of us speak our language and 1 or 2 languages from the European settlers here. It really suits everyone here to never bring Indigenous people into your conversations while you call it "Your country, your 'Canada', you culture". Everyone who's ancestors aren't from need to do better. It blows my mind how you come here and fight against each other while being immigrants yourselves. You demand assimilation from others while you yourselves aren't Indigenous, and don't make the slightest effort to assimilation to OUR culture. Complete hypocrites.🤣🤣🤣 If I were you, I'd be ashamed. I can't see myself ever going to someone else's country, living in it, let alone being born in it, and have the audacity to act and speak with that amount of utter continuous ignorance and disrespect the way most of the European settlers and other settlers/"Canadians" do. Do better before complaining about each other cause, you're no better and immigrants yourselves. Oh ya, and film Native Child in the background at 7:06, the place not First Nations operated known for stealing our children and getting tons of funding to line their pockets while almost all reserves have no clean drinking water, houses breaking down, unable to get work outside due to racist from all types of immigrants (yes, including European 'Canadians'), but putting a video of a European 'Canadian' talking about not being able to afford cable and her bills. Because these things are happening to European settlers/ 'Canadians', now it's finally a problem. The IRONY.
Identity Attack0.36702603
Insult0.5130944
Profanity0.18909787
Threat0.008867673
Severe Toxicity0.023076924
Moderate 0.47886392 Constructive 0.592 Insult
Aug 28, 2025 Why Canadians Are Turning Against …
Those white 👤 aren't actually native Canadian 😂😂😂
Those white 👤 aren't actually native Canadian 😂😂😂
Identity Attack0.46050715
Insult0.24928534
Profanity0.097129054
Threat0.009204263
Severe Toxicity0.022839356
Moderate 0.39669925 Low Con 0.182 Identity_Assertion
Feb 15, 2026 Inside Canada's Indian Invasion...
The dude on the bike made a sweeping claim about ALL Africans being terrible people😂😂. I am an African with a Master’s degree in Communication Studies, and I can bet you bike guy doesn't have …
The dude on the bike made a sweeping claim about ALL Africans being terrible people😂😂. I am an African with a Master’s degree in Communication Studies, and I can bet you bike guy doesn't have a high school diploma, but he wants to talk about the intelligence level of all Africans? I've written two books and contributed a chapter to a compendium on journalism in West Africa. While I agree that many of the Africans going to Canada are from war-torn countries without a good education, he speaks of Africa like it's a monolith. Realities in Ghana aren't same as in Ethiopia. South Africa isn't same as Rwanda nor is Senegal same as Madagascar so unless he is referring to individual countries with specific examples, his claims don't even make any sense. I would like to see just one contribution from fatty to scholarship😂😂. EDIT: By the way, some of Africa's brightest minds include Ngozi Okonjo, an economist and politician (Nigerian) who serves as director general of the World Trade Organization; Vera Songwe, an economist (Cameroonian) who served as head of the UN Economic Commission for Africa; Dr. Tedros Adhanom an Ethiopian doctor who currently serves as DG of the World Health Organization; Prof. Salim Abdool Karim (South African) scientist globally respected for his research on immunology; Aliko Dangote (Nigerian) and Africa's richest man and one of the top 100 richest people in the world according to Forbes. The list is too long but fatty there wouldn't know because he's as dumb as a rock and it's easy for him to spew garbage rather than read an actual book or question the stereotypes which he's fed about Africa by his chosen echo chamber.
Identity Attack0.44690517
Insult0.344702
Profanity0.09518933
Threat0.012233571
Severe Toxicity0.021031776
Moderate 0.37955463 Constructive 0.741 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
The people claiming themselves locals aren't actually locals at all 😂😂😂 They themselves are white immigrants from Europe😂😂😂
The people claiming themselves locals aren't actually locals at all 😂😂😂 They themselves are white immigrants from Europe😂😂😂
Identity Attack0.4139151
Insult0.13245803
Profanity0.11292298
Threat0.008893564
Severe Toxicity0.018578632
Moderate 0.3666224 Low Con 0.181
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Most of them aren't actually Indians, they're Pakistani
Most of them aren't actually Indians, they're Pakistani
Identity Attack0.40158966
Insult0.16875735
Profanity0.124631
Threat0.010809537
Severe Toxicity0.018191293
Moderate 0.33338684 Low Con 0.213 Unverified_Claim
Feb 7, 2026 1 likes Inside Canada's Indian Invasion...
Isn't it funny how every little keyboard warrior here bashes indians, without pointing out the guy at 2:00 also speaking out against this. I've been saying this for ages, its simply indians from a couple …
Isn't it funny how every little keyboard warrior here bashes indians, without pointing out the guy at 2:00 also speaking out against this. I've been saying this for ages, its simply indians from a couple states in india flooding the place - yet you aren't willing to talk about the actual issue. You're full of it Tyler.
Identity Attack0.29035977
Insult0.16773392
Profanity0.03389629
Threat0.024753258
Severe Toxicity0.008888245
Moderate 0.30136615 Moderate Con 0.492 Meta_Commentary
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
I’m gonna comment here with a lil rant and I’m Indian woman, and I know my comment here would probably invite a lot of racist remarks . I am working very hard in my country …
I’m gonna comment here with a lil rant and I’m Indian woman, and I know my comment here would probably invite a lot of racist remarks . I am working very hard in my country to be a doctor and I wanna leave my country (because no opportunities ) and move to a better and a safer country where I’m respected as a woman , which my country fails to . Now , I have to give a lot of exams and fill up a lot of visa requirements to be in any better country and I’m absolutely fine with it . But I’m not fine with the fact that countries like Canada , Australia , uk etc are immigrating people from India who are not educated , don’t wanna assimilate, with very eased up visa requirements, easy pr facilities because these countries want cheap labor and when these bottom of barrel uneducated folks move to another country they do shady businesses , start making huge communities of similar people having similar views and this leads to chaos and a backlash , racism on a particular ethnicity, stereotypes and so and so . I’m not saying my people aren’t flawed , they are but why the government is so easy in immigrating uneducated uncouth people from 3rd world countries where even these people wouldn’t be hired in some great companies or give anything great to build a valuable society , why people who are talented and literally would assimilate, has respect , is educated literally would bring a change for better is sidelined or toughened up their immigration process ? I might come off as very rude and jealous by my comment and actually im kinda jealous but I really wanna know and I observed this pattern a lot . All educated people wanting to move out are struggling while these kinda are just migrating so so easily and most even have permanent residencies WHAT ???
Identity Attack0.17614605
Insult0.076185785
Profanity0.13256322
Threat0.013579931
Severe Toxicity0.012283325
Low Tox 0.22980402 Constructive 0.778 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
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)
If some guy handed you an invitation to a party at his house, and there, after an hour, someone approaches saying , 'I hate to tell you, but you WERE'NT actually invited and your invitation …
If some guy handed you an invitation to a party at his house, and there, after an hour, someone approaches saying , 'I hate to tell you, but you WERE'NT actually invited and your invitation is fake, and although the guy who invited you DOES HALF OWN the house, but it is HIS BROTHER hosting the party, and your friend, whenever his brother holds a party prints out fake invitations. And then after being told to just STAY PUT, after thinking that you would like to just leave, the guy who explained this comes over to tell you that since your friend IS half owner of the house, that you are ALLOWED TO STAY, but preferably if you could just walk a long narrow hallway in sit in the large roomy storage closet. Maybe then, you think it preferable to just leave, but IT MIGHT BE CONSTRUED that you are making A BIG FUSS about leaving, and this would be BEING RUDE to the people WHO TOOK QUITE A BIT OF TIME to help you sort out YOUR DILEMMA, and IF you DO leave, you might NOT EVER be invited back again, and if you AREN'T invited back, MAYBE someone who saw you AT THE PARTY: LIKES YOU, and will go around LOOKING FOR YOU, even to the points of looking through people's windows to find you, and WHAT IF this would happen at like 3am, and maybe you should JUST TRY TO enjoy your stay in the broom closet BECAUSE someone who DOES LIKE YOU would wait and be able to SPOT YOU and say 'hi' AS YOU EXIT the main entrance, if that is the only exit.
Identity Attack0.014249804
Insult0.0816321
Profanity0.10982819
Threat0.011767523
Severe Toxicity0.008277893
Low Tox 0.20335422 Constructive 0.667 Humor_Satire
Feb 17, 2026 LILLEY UNLEASHED: The fall of …
As a Canadian living close to the capital, we do not want this. The liberal government are letting anyone and everyone in without any background checks and they aren’t following up on the visitor/school visa’s …
As a Canadian living close to the capital, we do not want this. The liberal government are letting anyone and everyone in without any background checks and they aren’t following up on the visitor/school visa’s that expire to see if anyone is actually leaving. They don’t even try to adapt or conform to laws, society nor culture. Immigration without assimilation is an invasion. We are tired of this, send them back.
Identity Attack0.14019285
Insult0.071116626
Profanity0.013849284
Threat0.009644418
Severe Toxicity0.0052261353
Low Tox 0.1991664 Moderate Con 0.442 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
it should be 50k allowed in only, and we should be sending out 20k a month until those who aren't welcome have actually been booted out
it should be 50k allowed in only, and we should be sending out 20k a month until those who aren't welcome have actually been booted out
Identity Attack0.07177465
Insult0.04207976
Profanity0.022218296
Threat0.079364374
Severe Toxicity0.0064468384
Low Tox 0.19029272 Moderate Con 0.38 Policy_Critique
Jan 3, 2026 New rules, regulations take effect …
As a Brampton raised kid, I lived there from 97' till about 2023, I'm caribbean and we have a large indian/muslim/hindu population too on our island. (Trinidad) and the issue with Brampton is: Indian people …
As a Brampton raised kid, I lived there from 97' till about 2023, I'm caribbean and we have a large indian/muslim/hindu population too on our island. (Trinidad) and the issue with Brampton is: Indian people will gladly intergrade, but Canadian borns won't welcome it. Walk with me- I'll use food for an example. Every other grocery store is middle eastern/asian/african in Brampton and its becomes harder finding more western style food. I love international food, I cook it often but if you're used to burgers and pizza and only know how to make spaghetti it feels like a 'take over' These people want what they want and even though all these places are free for you to also enjoy they don't like it cause it's too 'foreign' to them. It doesn't mean there isnt still a No Frills or a Walmart or Metro, but because the african and halal store are closer and more frequent it seems like more of a convenience to others and not to you. When people say we're multi-cultural, they mean 'yeah he's brown or black but he keeps it to himself' They aren't going to go to that Sikh temple giving free food, and only go to the church at the beginning even though they're welcome to both. It's the same for Diwali and other things, white people dont care to be interested in those things, and just wonder why they get to have it at all. I do agree with that indian lady at the beginning though, with lax immigration you come in feeling like you don't need to do anything to assimilate. They're doing themselves a disservice by only helping themselves. I hate stereotypes being perpetuated onto people but like that Pakistani guy said too, you live in a bubble and you don't pay attention to that. You can go days without speaking english to someone. You can't immigrate somewhere and shut out everyone already there. I get you may not feel welcome by the white people like the ones in the beginning and so you dont mess with them, and its easy not to. But there needs to be openness with helping everyone benefit from multi-culturalism and not just some of us. There are issues with immigrants not wanting to go outside their bubble and for canadians not to want to either, It'll be hard to (with the current issues we're facing as a country) to actually blend together more.
Identity Attack0.25140062
Insult0.061101943
Profanity0.02392626
Threat0.008181547
Severe Toxicity0.0060272217
Low Tox 0.1883923 Constructive 0.849
Oct 4, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
If you didn't ____ _____ _________ __ ___ _____ you aren't actually helping. We all know we are being replaced. The time for talking was 50 years ago. You either do something or you won't …
If you didn't ____ _____ _________ __ ___ _____ you aren't actually helping. We all know we are being replaced. The time for talking was 50 years ago. You either do something or you won't exist at all in another 50.
Identity Attack0.0058826595
Insult0.06337463
Profanity0.024882717
Threat0.017846745
Severe Toxicity0.0038909912
Low Tox 0.15932569 Moderate Con 0.323 Fear_Threat
Jan 27, 2026 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...
This is why I desperately wish there was an actual Libertarian party to vote for in elections! There is a party, but they have not gotten enough signatures to be able to run yet, I …
This is why I desperately wish there was an actual Libertarian party to vote for in elections! There is a party, but they have not gotten enough signatures to be able to run yet, I don't even know if there is an office or representative in Ontario right now! I wish! Their policies (on paper) seem great, and geared more towards a 'Canada first'/'Canadians First' approach. They touch on a lot of topics and there seem to be a lot of things they want to change! But a government is still a government, they will be motivated by money regardless of any good intentions they may have. So if and when things change, WE NEED TO HOLD THEM ACCOUNTABLE! We as the citizens have the power to change things for the better! It's just unfortunate that I see so many people getting pushed down or ignored or hated because they are speaking their mind. Remember, Canada dosen't have laws like the US, our freedoms aren't as protected nor do we have the same freedoms they do (like owning and protecting your own property, or self defense!) We as people need to start being honest and expressing things instead of being terrified of the backlash (of which there will be in these times). The only way we can make progress is by deciding to get out of our comfort zones and standing for what is right! For the freedoms and protections we deserve! To make a future worth living for us and our children! It will not be easy, but when is change ever easy? I hope that one day I won't be terrified of the thought of bringing a life into this world and country. I hope I can be stable enough to be able to give my future children a decent life. But right now? I would never want to have children, things are too unstable and I don't want to bring a child into this country and force them to live a terrible life they never asked for! I desperately want to be able to keep hoping for a better future, a better country, and people who can enjoy their lives instead of constantly worrying and stressing about everything. I hope some can consider looking into the Libertarian party as well! They may be small right now, but they seem to be wanting to right the wrongs that have occured.
Identity Attack0.011247349
Insult0.022448512
Profanity0.015932998
Threat0.00704232
Severe Toxicity0.0015640259
Low Tox 0.045378547 Constructive 0.875 Call_To_Action
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
If we actually want solutions, we should be talking about things like real-time tracking for overstays, linking federal/provincial systems, funding enforcement properly, and setting penalties that are predictable and enforced. Bring in experts not random …
If we actually want solutions, we should be talking about things like real-time tracking for overstays, linking federal/provincial systems, funding enforcement properly, and setting penalties that are predictable and enforced. Bring in experts not random paper pushers for “gotcha” moments. Sessions like this aren’t about fixing the system, they’re about stoking outrage. And more often than not, it ends up targeting vulnerable groups instead of creating policy that actually works.
Identity Attack0.0013596712
Insult0.009146886
Profanity0.010467518
Threat0.006641001
Severe Toxicity0.00061035156
Low Tox 0.013948329 Constructive 0.599 Policy_Critique
Oct 3, 2025 IRCC Names India in Study …

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.