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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

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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: "Why aren’t Indians making their …" 16 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...
I love how racist canadians here are talking about canadian culture, like they are first peoples of Canada who speak Siouan or inuit. Most of your ancestors slaughtered natives or carried out forced assimilation. Indians …
I love how racist canadians here are talking about canadian culture, like they are first peoples of Canada who speak Siouan or inuit. Most of your ancestors slaughtered natives or carried out forced assimilation. Indians who immigrated there aren't gonna take your Tim Hortons or gonna make you chant "Hare Krishna". Bunch of racist edgelords.
Identity Attack0.55044734
Insult0.5362655
Profanity0.09260304
Threat0.025616571
Severe Toxicity0.02449106
Moderate 0.5716857 Moderate Con 0.405 Identity Attack Insult Moral_Argument
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
I'd honestly prefer Indians over Middle Easterners. Hindus and Sikhs aren't proselytizers and generally have a much more mellow religious vibe, unlike Muslims. Plus, Indian food is the shit, I dig curry and samosas. The …
I'd honestly prefer Indians over Middle Easterners. Hindus and Sikhs aren't proselytizers and generally have a much more mellow religious vibe, unlike Muslims. Plus, Indian food is the shit, I dig curry and samosas. The thing you really have to be careful of, as is the situation with any instance of mass migration, is to be aware if newcomers are taking advantage of Western social assistance programs, like the Somalis have done with the welfare system. They need to understand that to be welcomed as new Americans, they have to work. Indians have proven to be industrious through hotels and convenience shops. I'd prefer them to Middle Easterners or certain cultures of Africans. That all being said, they should also come to understand that, having moved to a modern country, there's very little point in having massive families with ten kids. No need to endlessly spawn more people to help with chores like water fetching when you have indoor plumbing. It's an unfortunate trend a lot of migrants have trouble getting over, the endless breeding that makes locals anxious that they'll become a minority in their own country in just a few generations.
Identity Attack0.5498214
Insult0.46173862
Profanity0.5381406
Threat0.02924249
Severe Toxicity0.16960317
Moderate 0.52811706 Constructive 0.805 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
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)
It's ABOUT TIME someone starts talking about Indians invading and destroying beautiful places. I'm in the US, in a very affluent area of New Jersey, and we've had to move 3 times because Indians find …
It's ABOUT TIME someone starts talking about Indians invading and destroying beautiful places. I'm in the US, in a very affluent area of New Jersey, and we've had to move 3 times because Indians find the beautiful communities, overwhelm them - with too many people in one house, too many loud/unruly children, leaving piles of shoes on doorsteps, using beautiful yards and terraces as junk storage/laundry drying areas, making everything smell and look terrible because they have no class and their food smells permeate other people's homes as well at the outdoor air... They turn luxury developments into Indian slums and nobody's talking about it because they're afraid to sound racist. I have almost every race in my own family. So I KNOW I'm not racist. I just find it intolerable that there aren't more laws in place to protect lovely American communities from being overrun by non-assimilating Indians or any other immigrant population.
Identity Attack0.55044734
Insult0.4378843
Profanity0.19770569
Threat0.11616269
Severe Toxicity0.13599765
Moderate 0.47173777 Constructive 0.745 Identity Attack Fear_Threat
Feb 6, 2026 Inside Canada's Indian Invasion...
Because Canadian politicians are, like in essentially every country, in bed with the wealth class so they green lit a wildly retarded immigration policy to flood Canada with cheap labour and suppress wages. There was …
Because Canadian politicians are, like in essentially every country, in bed with the wealth class so they green lit a wildly retarded immigration policy to flood Canada with cheap labour and suppress wages. There was never a real labour shortage in all but and extremely limited number of industries in Canada. Indians and Pakistani's make zero effort to integrate even learn basic English. They aren't stupid. They want to overpopulate areas so that they don't even have to bother integrate. Make no mistake, this isn't a Liberal or Conservative issue. Canada's reckless immigration policy is a war being waged by the wealthy on the rest of us.
Identity Attack0.39461556
Insult0.5101222
Profanity0.17803068
Threat0.00967031
Severe Toxicity0.023076924
Moderate 0.46716887 Moderate Con 0.469 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadian born and raised in a small northern town Facts- they ruin the trucking industry, the dump truck industry, they run all the restaurant chains (want a taco, a red dot Indian will make it …
Canadian born and raised in a small northern town Facts- they ruin the trucking industry, the dump truck industry, they run all the restaurant chains (want a taco, a red dot Indian will make it for you) my daughter got hired at Tim's ( cpl years back) the ONLY reason she got a second interview is because her first name can be easy Indian or Irish. They were calling her up she's standing there they couldn't understand how a white girl got hired. It's not ok. Even the non extreme ones do sympathize with extremist acts of terror on Christians. 70% have admitted this. When you listen to the news, 99% of the crimes - violent, assault, home invasions, women set ablaze on the subway... EVERY NAME IS NOT CANADIAN!!! sorry if you break the law , federal violent crimes or fraud GET THE F.O 5 years ago 1 store was bought by that group of people.... Within a year they were everywhere, and how they get to buy homes or business? Cuz they cheat the system. Living 20 in an apartment, running transports 24/7 letting unlicensed family members drive while they rest they cut open the seat to poop out the bottom while still clocking Kilometers while the Canadian guy follows rules. They undercut job prices safety is absent. We are getting outnumbered when we have paid into the system out whole lives. They come here get a welfare check get housing get all the cra benefits they never paid a dime into. It's bullshit we aren't happy and they gotta go Educational purposes only Entertainment purposes only
Identity Attack0.38176915
Insult0.24630153
Profanity0.08775374
Threat0.011249693
Severe Toxicity0.015286255
Moderate 0.33504707 Constructive 0.668
Jan 27, 2026 Inside Canada's Indian Invasion...
People can say what they want.. but 99% canadians that aren’t activist.. know this is becoming a problem.. and its most unfair to indian canadians and indians that want to make canada their home and …
People can say what they want.. but 99% canadians that aren’t activist.. know this is becoming a problem.. and its most unfair to indian canadians and indians that want to make canada their home and become canadian.. It’s why there is 1000% a massive divide in the mentality.. you can tell indian canadians from those using canada .. and tis really fustrating and its becoming a problem because they are making life for those Canadians to separate themeslves from the leeches and those messing up the area.. You could say the same issues are in the asian diaspora.. but not as much.. so you have to really ask.. why is this being allowed..
Identity Attack0.31307843
Insult0.2817503
Profanity0.072882555
Threat0.008466354
Severe Toxicity0.01159668
Moderate 0.3260917 Constructive 0.616 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Why aren’t Indians making their own country prosperous.
Why aren’t Indians making their own country prosperous.
Identity Attack0.35624164
Insult0.071116626
Profanity0.044417568
Threat0.008815889
Severe Toxicity0.010528564
Low Tox 0.2854835 Low Con 0.204 Moral_Argument
Jan 27, 2026 3 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...
It's because Indian culture is pretty distant from the Western culture, even Asians, Africans, Arabs, Latinos could assimilate if they're educated and progressive enough but for Us it's pretty hard as we don't really have …
It's because Indian culture is pretty distant from the Western culture, even Asians, Africans, Arabs, Latinos could assimilate if they're educated and progressive enough but for Us it's pretty hard as we don't really have a common ground. Despite preaching 'World is one family' we aren't really inclusive.We like to be the frog of the well & those who does they usually act entitled or annoying. As a Bengali Indian that's what I observe after past 3 years of living in Dubai where Indian immigrants make 40% of it's population.
Identity Attack0.2783691
Insult0.082866095
Profanity0.07320584
Threat0.009566744
Severe Toxicity0.00831604
Low Tox 0.21642438 Constructive 0.706 Personal_Narrative
Nov 3, 2025 Inside Canada's Indian Metropolis (Brampton)
I am so happy people are starting to speak up. Sadly, I am changing. I am becoming angry. Angry at immigrants and the system. Am I becoming racist? Or just so lost at how things …
I am so happy people are starting to speak up. Sadly, I am changing. I am becoming angry. Angry at immigrants and the system. Am I becoming racist? Or just so lost at how things seem so wrong. My main upset is for my teen son. Turned 16 after Christmas. So excited about looking for a part-time job, earning some money, getting experiences and (unbeknownst to him ) expanding his social circle. This excitement came from me. LIke all us Canadians who remember our first part-time jobs (mine was at a McDonalds), I regaled my son in stories of that first part-time job. How much I learned from it, and the so many benefits it would have for me as I got older. He listened, and couldn't wait to turn 16. Also, like most parents, I raised him on the benefits of working hard in school, getting good grades, learning, getting involved, etc. Do these things son, and you will have a good future. He listened. Honours student all his life. Played on school teams. Performed in talent shows, Volunteered his time, etc., etc. Not a bad resume for a first time teen seeking a job. It is now heading into September. He has applied at all the traditional teen job hotspots, (all the fast food joints, grocery stores, drug stores, etc). Dozens of resumes, online and in-person applications. Not a single response. Then I walk into the local Burger King. Not a single Caucasian, Black, Hispanic, Indigenous, or Far Eastern employee. All East Indian (or Pakistani). Suddenly I am really noticing this trend everywhere, especially in the franchise fast food industry; especially upsetting when I even see it in a Harvey's (even more Canadian than Timmies). It's either East Indians or Arabs. I don't know for how long I have been hearing about diversity and fair hiring practices (which I have always supported); but to see this trend makes me furious. Are the owners of these franchise exempt from fair hiring practices? Are they not taught we are a diverse country? This is wrong. I want to finish with two sad situations which we should all be concerned about. When my eldest was looking for part-time work after the pandemic, he walked into a Mr. Submarine. He asked if he could leave his resume or fill out an application. The Arab cashier told him in broken English they were not hiring. As he was walking out, a young Arab man walked in. He approached the same cashier and asked for an application. She gave him one. WTF. My last comment, is the most concerning of all. My 16 year old, who works so hard at school, and at everything he does, recently commented, after yet another non-reply after handing out a slew of resumes, "Dad... what's the use of working so hard if I can't even get a job at McDonalds." I wonder how many other Canadian teens are feeling the same way. Not just white teens. Black, Hispanic, Indigenous and East Asian teens. Seems the broken English East Indian and Arab teens and young adults aren't asking themselves that. How long until my son thinks I am just spewing BS about this hard work thing? This is not about racism. This is about fair hiring practices, especially in more and more franchises; however, I do find myself listening to more and more of these videos, and find myself developing sucb negative feelings towards these two cultures. This is not Canadian. To be thinking this way, especially, is not Canadian. What do we do? Speak up, and we are racist. Stay quiet, and our teen kids move into adulthood without job experience, money put away, or just having a life experience that any of us over 30 (no matter our race) experienced. Something has to change; but I haven't a clue how to do that.
Identity Attack0.15303208
Insult0.07808672
Profanity0.027273865
Threat0.008531082
Severe Toxicity0.00541687
Low Tox 0.19789438 Constructive 0.837 Personal_Narrative
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
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)
As someone who is born in Canada as an Indian. This is absolutely sad to here. I want the best for Canadians who are born and raised here. I have 10 years of experience working …
As someone who is born in Canada as an Indian. This is absolutely sad to here. I want the best for Canadians who are born and raised here. I have 10 years of experience working in the nation I was raised and I am having some people have my job who aren't even fit for the job. It makes no sense to me. Our wages have stalled due to international students for a better life, but at the end I want money just like other Canadians who have been here for ages. Also we need to end why our government allows lucrative hiring contracts overseas for cheaper positions in certain degrees and diplomas. In addition, why are all of our call centers placed all over the world. From Africa, south east Asia, South Asia. Those jobs can be available here. We can have a decomcratic country if our country didn't care about just "growth" we didn't need more immigration. We needed systematic change in government, schools, common sense, I could go on. I think us as Canadians don't know how corrupt the world really is. Look at other countries and how they work. It's lucrative essentives to benefit only certain people. I would rather have our tax payer money be used to fix the system. My dad's been here since the 1980s and he is sad for everyone. This is a loss on both ends. We didn't create new universities, new highways to support the population, no hospitals, new schools. I remember when my class sizes were 18 to 20 kids. We need change, not radical because we were never that. Let's do what we do best and be Canadians for us first.
Identity Attack0.09410924
Insult0.04383647
Profanity0.019758832
Threat0.0074306927
Severe Toxicity0.0032806396
Low Tox 0.11419344 Constructive 0.85 Personal_Narrative
Oct 1, 2025 1 likes IRCC Names India in Study …
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. …
I found it telling that Michelle confidently quoted the wrong number (79,000) and, when Aiesha corrected her with the accurate figure (47,000), she immediately switched gears to “Where are they?” rather than owning the mistake. That dodge makes me question her judgment. It feels like she’s leaning into fear‑mongering language that easily panics people who aren’t paying attention to nuance — which, sadly, describes most of this comment section. Also, did you see the reply to the Filipino student who voiced frustration? “You guys make up some of the most cleanest restaurants I’ve ever been to.” That kind of response speaks to a lack of respect for international students. To many in the Canadian workforce, international students and migrants are treated as disposable labor — steered toward low‑ and middle‑income jobs. Yes, fraud should be dealt with, but it’s lazy and unfair to claim that all Indians or international students come here through fraud. If that logic ruled, we’d have to start deporting every non‑Indigenous person — which ignores the whole reality of colonization.
Identity Attack0.0052166977
Insult0.0573046
Profanity0.016035475
Threat0.0066798385
Severe Toxicity0.0014972687
Low Tox 0.104361884 Constructive 0.804 Policy_Critique
Oct 9, 2025 IRCC Names India in Study …
This story tells you so much though . This city seems to be an example of how canadas integration policy isn’t working . Look what everyone said -> they couldn’t find jobs , none of …
This story tells you so much though . This city seems to be an example of how canadas integration policy isn’t working . Look what everyone said -> they couldn’t find jobs , none of the Canadians accepted foreign work experience so they created thier own jobs . B4 asking why aren’t you integrating has Canada asked the tough questions to themselves why do they make it hard for ppl to find jobs in the first place ? In India community is a strong feature no matter where you are they will create an environment that replicates home to ensure their roots stay strong and it’s also for support, loneliness and many things . Now ppl from India don’t just come to Canada due to job crisis back home they come bcz they want to escape the 1.4 billion population and suffocation that comes with it . The negative thing about Indians is they don’t know what’s right n wrong . It’s a thin line bcz that common sense isn’t taught in India . In India your in a race if you snooze you loose so those bad habits of trying to beat the competition comes with a world of bad manners and bad civic sense . Which now unfortunately due to cities like these won’t go away . They’ll stay the same bcz Brampton is that home away from home comfort pillow tat screams LETS NOT CHANGE .
Identity Attack0.03223813
Insult0.026702631
Profanity0.015249812
Threat0.006479179
Severe Toxicity0.0018978119
Low Tox 0.06065326 Constructive 0.671 Policy_Critique
Nov 9, 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.