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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

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: "If you're a White Canadian …" 43 comments · Page 2 of 2
We're too nice and too woke so we're being pushed out and walked all over. I'm ashamed to be Canadian lately and it's sad. I've lived in Brampton since 1985 and seeing how much crime …
We're too nice and too woke so we're being pushed out and walked all over. I'm ashamed to be Canadian lately and it's sad. I've lived in Brampton since 1985 and seeing how much crime there is now and how I'm the minority now as a white single male is crazy. Brampton has changed so much it's so sad. 😢
Identity Attack0.36702603
Insult0.2659317
Profanity0.057443913
Threat0.008686432
Severe Toxicity0.010299683
Moderate 0.3389984 Constructive 0.671
Sep 1, 2025 40 likes Why Canadians Are Turning Against …
Canada sells citizenship like groceries To the lady saying I’m Canadian no you’re not Every single Indian stick to their own racial group Black people stick together with their own racial group Whites also stick …
Canada sells citizenship like groceries To the lady saying I’m Canadian no you’re not Every single Indian stick to their own racial group Black people stick together with their own racial group Whites also stick together with their fellow whites So there’s no nationalism in this country Even though you have Canadian citizenship you will only help someone who has same skin colour like you Indian business will only hire Indians , Indian homeowners will only rent out their own Indian people Indians even force other foreigners to speak their language Hindi or punjabi if they want to live with them India itself is very racist country , few years ago group of Nigerians were arrested and handcuffed like criminals they treat black people like criminals
Identity Attack0.3895355
Insult0.23237456
Profanity0.039407436
Threat0.009566744
Severe Toxicity0.014640691
Moderate 0.3389984 Constructive 0.607 Policy_Critique
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Canada doesn't have a culture to assimilate to anymore though. It was known for its casual hockey and Canadian accent but both are nearly extinct. It's The Library of Babel up in here. Not to …
Canada doesn't have a culture to assimilate to anymore though. It was known for its casual hockey and Canadian accent but both are nearly extinct. It's The Library of Babel up in here. Not to mention most white people only have 1 kid or don't want kids at all so it's entire re-population plan is just to go all in on immigration and let white people slowly fade out until there's none left. XD
Identity Attack0.39966375
Insult0.1378885
Profanity0.070942834
Threat0.018192071
Severe Toxicity0.014253352
Moderate 0.32971194 Moderate Con 0.362 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Isn't canada white occupied country on blood of native canadians so finally truth is no one is illegal from stolen land....karma came back to them that's it nothing else you have right to complain when …
Isn't canada white occupied country on blood of native canadians so finally truth is no one is illegal from stolen land....karma came back to them that's it nothing else you have right to complain when you are natives if you're not don't cry
Identity Attack0.36702603
Insult0.16795322
Profanity0.030639706
Threat0.011819307
Severe Toxicity0.0128976675
Moderate 0.32182294 Moderate Con 0.462
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints …
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints a very bad perspective for all the genuinely hardworking citizens and residents of Indian origins, why not show that side of them too? There’s obviously actual students who come to study and provide for the community while also maintaining their own culture? What’s wrong with that? Besides, what is a Canadian culture if not a mix of immigrants from all around the world? Are white people also not just immigrants to this country or did they magically spawn in this place? They’ve committed ATROCITIES (not just in Canada), yet have the audacity to act like they’re the cleanest ones in the land. While I do agree some Indians do not improve the reputation, most are really kind, helpful and honest people. Perhaps treat everyone like humans for a change instead of using the bad ones as a benchmark. PS, cutting to the ugly streets when someone mentions Punjab is probably the cheapest attention grab, obviously there’s bad streets, ugly roads, gross people everywhere but so are beautiful ones, lovely countryside views, beautiful mountains and most of all, very hardworking and respectful people as well. Your view of Punjab is just NOT the same as the one of the people in the video who view their motherland as a beautiful place. You can portray every place in the world in that light with the wrong perspective, be it New York, Paris, Barcelona, Cairo, Sydney, Rio, London, etc, but it must be nice to get a few more looks at the expense of demeaning others.
Identity Attack0.13591312
Insult0.2817503
Profanity0.10178173
Threat0.009747985
Severe Toxicity0.009994507
Moderate 0.32020867 Constructive 0.821
Jan 27, 2026 Inside Canada's Indian Invasion...
As a black and native Canadian i don't love how you're only calling white people Canadian I also don't love how you speak to foreigners in broken English.
As a black and native Canadian i don't love how you're only calling white people Canadian I also don't love how you speak to foreigners in broken English.
Identity Attack0.38185352
Insult0.09563028
Profanity0.054437835
Threat0.0076766624
Severe Toxicity0.008277893
Moderate 0.30993456 Constructive 0.621 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada is doomed, there is no saving it... as a canadian working in the trades you would not believe how many liberals there are it seems to me that 50% of genz, 75% of gen …
Canada is doomed, there is no saving it... as a canadian working in the trades you would not believe how many liberals there are it seems to me that 50% of genz, 75% of gen x and 90% of boomers are liberal. they're importing these people at such a rapid rate and they all out breed whites. there's no chance the country will ever vote in a politician that will fix this... and what would that even look like? capture and deport every immigrant (and their anchor babies) from the last 10-15 years? its just not feasible... my advice to fellow Canadians; get out while u can its going to get unimaginably worse in the next ten years
Identity Attack0.2877625
Insult0.16861114
Profanity0.041912504
Threat0.014048163
Severe Toxicity0.010986328
Low Tox 0.295883 Constructive 0.557
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Remember the British stole $44 Trillion from Indians during colonial era. India controlled over a quarter of the world trade before they arrived. India was a bigger economy than US adjusting for inflation. The Industrial …
Remember the British stole $44 Trillion from Indians during colonial era. India controlled over a quarter of the world trade before they arrived. India was a bigger economy than US adjusting for inflation. The Industrial revolution was built on back of Indian slaves paying 70 percent taxes to the crown. Canada, UK and Australia were built on this stolen money. They stole money from the Indians and they stole land from the indigenous. This video shows nothing but prejudice. People only have a problem with brown immigrants. I remember 35,000 European immigrants arrived in the city in 2021 even before the Ukraine war and no one cared. Brampton has 27% Indian people so they're clearly not a majority but they are a majorly targeted group because of this prejudice. I don't have the Canadian numbers but in the US 6% of tax comes from Indians and they're 1% of the population. You don't have to trust me you can look it up. The motives of this look racist because when you try hiring white folks the retention rate is extremely low, these past 6 months I have seen 8 employees in managerial positions who quit less than 2 weeks and it's impossible to retain them no matter what salary you offer and then when you go hire an Indian they just don't quit and work harder. But again that's an anecdote, that doesn't mean white folks don't work hard. Everyone has different experiences so stop, putting half baked stuff out on the internet and stop embarrassing yourself. You got a problem, go back to your country. Why don't you go back to jolly old England and serve the queen.
Identity Attack0.27510223
Insult0.21135417
Profanity0.028776871
Threat0.011146127
Severe Toxicity0.008888245
Low Tox 0.28674445 Constructive 0.657
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
They're not Indians anymore... They're legally Canadians. They are also a part of Canada's prosperity. You're not okay with the whites being in the homeless shelters, but if it were those immigrants who have to …
They're not Indians anymore... They're legally Canadians. They are also a part of Canada's prosperity. You're not okay with the whites being in the homeless shelters, but if it were those immigrants who have to work hard after getting there to build their own life, if they went through a series of misfortune and ended up in the homeless shelters, you wouldn't ever care.
Identity Attack0.36803186
Insult0.089778624
Profanity0.03765389
Threat0.008789998
Severe Toxicity0.008773804
Low Tox 0.2855005 Constructive 0.584
Oct 1, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
It’s very interesting because Indians seem to be more thick skinned than Canadians in general, so even white ppl’s reservations or microaggressions don’t register to them and they just keep expanding on positivity. I’ve met …
It’s very interesting because Indians seem to be more thick skinned than Canadians in general, so even white ppl’s reservations or microaggressions don’t register to them and they just keep expanding on positivity. I’ve met many Indian people in Canada and it almost seems like they’re so positive and community minded that they think it’s small minded to be stingy about sharing space, which can clash with the general reserved nature of Canadians but also make you feel embarrassed in a way about being judgmental. You even see it in this video with the white guy asking judgey questions to Indians but he gets showered with food and hospitality from the Indians. No matter how you fight it you kind of get overpowered by their positivity…
Identity Attack0.316
Insult0.15485314
Profanity0.062454045
Threat0.008815889
Severe Toxicity0.008468628
Low Tox 0.27412915 Constructive 0.76 Moral_Argument
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm a white Canadian and I want more Indians because they don't want Sharia law like Muslim do so yah I'd rather live amongst the Indians they're awesome people
I'm a white Canadian and I want more Indians because they don't want Sharia law like Muslim do so yah I'd rather live amongst the Indians they're awesome people
Identity Attack0.30103904
Insult0.0654725
Profanity0.057944927
Threat0.008013252
Severe Toxicity0.010223389
Low Tox 0.2667042 Constructive 0.598 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
They say racism is taught. And within young kids you can see and hear very clearly it totally can be as it’s heavily based on perspective. As someone with autism I genuinely just see people …
They say racism is taught. And within young kids you can see and hear very clearly it totally can be as it’s heavily based on perspective. As someone with autism I genuinely just see people for who they are and what they provide ignoring race or politics and I’ve never been racist. With all of that said I almost feel as a white Canadian now a days what “first generation racism” feels like. But it’s not like traditional “racism” hating for the sake of hating. It’s more so getting mad that they come into our country refusing to adapt and then also take countless amounts of jobs while sky rocketing housing prices. Like damn when I was a kid I felt like I had so many options. But now there’s no seeable future for me it feels like. Immigrants are taking so many jobs and countless people faking disabilities so I cannot have mine taken seriously or properly. Like holy crap man call me “racist” but mass immigration has undeniably changed Canada for the worst and if you don’t agree you’re probably one of the problems that moved here
Identity Attack0.27914262
Insult0.09563028
Profanity0.03615085
Threat0.009696201
Severe Toxicity0.0075531006
Low Tox 0.25462922 Constructive 0.78
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
these 'new canadians' refuse to assimilate and accept traditional canadian culture and values. anyone is free to practice their religion and practice and celebrate its cultural ancestry. canadians dont want anyone to forget or abandon …
these 'new canadians' refuse to assimilate and accept traditional canadian culture and values. anyone is free to practice their religion and practice and celebrate its cultural ancestry. canadians dont want anyone to forget or abandon its culture. my roots come from ukraine and poland. but im canadian. i work with many ukrainians that fled the war, they're labelled as 'displaced peoples (funny because theyre chritian and white), recieve no federal assistance some have even gone back to ukraine! meanwhile (conveniently 'non white' other religion) new canadians receive extensive federal assistance
Identity Attack0.25309357
Insult0.083359696
Profanity0.024131214
Threat0.008867673
Severe Toxicity0.006828308
Low Tox 0.23523538 Constructive 0.649 Identity_Assertion
Dec 20, 2025 1 likes Why Canadians Are Turning Against …
A good friend of mine lives in Northeast Calgary and I drove to her house right before Nick Shirley exposed all of the fraud in Minnesota. I'm only bringing that up so you understand where …
A good friend of mine lives in Northeast Calgary and I drove to her house right before Nick Shirley exposed all of the fraud in Minnesota. I'm only bringing that up so you understand where I'm coming from when I say this. I wasn't influenced by him finding these fraudulent daycares because this was prior to that. When I went to her house I had to Google maps it. Everybody in Calgary knows the Northeast is all Indian. As a matter of fact I counted how many people I saw that weren't Indian when I was there cuz I thought it was funny. I saw two white people and one Asian in the whole quarter of the city. When I got to her house I said to her why do you have so many businesses around your house it doesn't even make sense and then I showed her the Google maps and there had to be seven or eight daycares a trucking company and a bricklaying company and a drywall company. All of these businesses that don't have signs because I went and looked. These people are doing the same fraud here. This is what's killing our country. Our money is worthless because of them and they are taking all of the homes so homes are unaffordable for Canadians. On top of that they get into management and jobs and only hire their people and don't hire Canadians. We are under attack. It doesn't have to be somebody storming our beaches to attack us. Our country is under attack and we're in denial.
Identity Attack0.17381613
Insult0.100019015
Profanity0.05017922
Threat0.008841781
Severe Toxicity0.0063323975
Low Tox 0.20839658 Constructive 0.826 Fear_Threat
Feb 18, 2026 2 likes LILLEY UNLEASHED: The fall of …
It’s sad being a born Canadian and watching the land I love turn into an income battleground. Nobody wants to hire someone with the thought of training. They want people with experience but won’t give …
It’s sad being a born Canadian and watching the land I love turn into an income battleground. Nobody wants to hire someone with the thought of training. They want people with experience but won’t give the experience to those who lived here and need it. They’d rather hire someone from somewhere else that has experience and then fails to follow through as the born and raised person given the opportunity would. The amount I’ve seen white people fight to work and work fighting to keep their job burning themselves out when they’re easily replaceable by someone for a fraction of the cost and needing 3 people in their place since most immigrants are extremely lazy, especially after getting the pr. I’ve watched so many eastern Indians start to work full time. Hardly do anything until they get their card then drop off the map of actual work being done only to move to Ontario. Meanwhile I apply to countless jobs and don’t get one call back in 2 years with experience. Don’t even get me started on housing..
Identity Attack0.21668483
Insult0.06652143
Profanity0.025770858
Threat0.0083886795
Severe Toxicity0.0051498413
Low Tox 0.20195828 Constructive 0.643 Personal_Narrative
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
I became homeless after spending over 2 months in the ICU of a Toronto hospital barely walking in was taken to a Toronto city shelter and for 5 years I've been in 5 different Toronto …
I became homeless after spending over 2 months in the ICU of a Toronto hospital barely walking in was taken to a Toronto city shelter and for 5 years I've been in 5 different Toronto shelters in what seemed like a blink of a eye every shelter became 80% north African Muslim men ,they were given cash allowances to buy their own food $80 a day plus welfare cheques once a month boosted up with TTC allowance $157 clothing allowances and yes they were all given money to buy laptops and smart phones apparently so they can keep in touch with their families back in Africa, in the last shelter I stayed in there was only 6 white Canadian born homeless people living there and 94 north Africans whom we started to notice were being housed only to have the next one take up their cott space housed yes and when we started looking into how they were getting housed so fast when we were apparently on a 37,000 name waiting list for housing with our housing workers telling us it will take 10 years if we are lucky then we found out about the secret housing program that these fresh off the boat immigrants were getting market value apartments of their choice you pick the government pays one African we befriended ( he wasn't a believer in Islam shush or they'll kill him) got a 1 bedroom condo apartment over looking Toronto's Island airport $2,700 a month and the government payed for all his furnishings, so now we knew and we approached the on site housing workers asking why we weren't told about COHB at first they tried to deny it existed but researching we had all the information first these COHB forms were to be handed out to those with seniority length of stay so as to cut out on abuse being that they are worth over $250,000 after ten years of paying your rent as in free housing for life , then we discovered the staff were making false entries on our files claiming some of us lost our seniority for fighting claiming we were kicked out for 14 days others for smoking violations what they didn't think we knew was on admission to any shelter you sign a agreement that they are videoing you and keeping a file on you that also stated we are allowed to have up to date copies of our files then during the 2 weeks we were supposedly kicked out we asked for the videos from that period once they realized we had a advocate working for us who a l so supplies lawyers to us should we need so they got caught then management called us all up for a meeting and that's when we hit him with a bombshell yes the shelters are staffed with immigrants from the same African countries this Hoard is coming from and we have a sworn statement saying they are charging $10,000 for these guaranteed housing forms yes $10,000 that's what our none Muslim African shelter friend payed for his form and why he's now living free in easily close to a million dollar condo and believe me the cars parked there show it, ok so after we busted them guess what 6 whites who were all born in Canada and have lived a average of 3.5 years in a shelter all got housed in apartments of our choosing mind we did get ours fully furnished by the government like all these illegal Christian hating islamists get free housing free food free clothing free medical free dental free prescription drugs and a free huge monthly welfare cheque Rebel news please contact us we want every Canadian to know what's going on and how we Canadians are being left out, p.s just go to any money transfer business at the end of the month and you'll see line ups of these north Africans wiring money back to their wives and families even boxing up all the mountains of free clothing sending it to Africa same what they're doing with all the prescription drugs they are getting for free everything is about making money taking taking taking not putting anything back , now I sleep soundly no one stealing my belongings no more catching a different cold every week no more being called a filthy infidel which seems to be their favorite word COHB look that up and if your living paycheck to paycheck working 2 jobs just get to a shelter say one with 94 Africans who will all be housed shortly leaving you the most seniority easy peasy but remember to keep a eye on your file for false entries or borrow $10,000 to buy one
Identity Attack0.20878418
Insult0.0777699
Profanity0.025770858
Threat0.007819066
Severe Toxicity0.0075531006
Low Tox 0.20102765 Constructive 0.78 Personal_Narrative
Aug 25, 2025 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)
Look at these statistics. They are down right disturbing... You can search for the document called foreign born populations in Canadian and American cities. Rebel News posted it But here are some examples. Brampton Ontario …
Look at these statistics. They are down right disturbing... You can search for the document called foreign born populations in Canadian and American cities. Rebel News posted it But here are some examples. Brampton Ontario 59.1% foreign born Mississauga Ontario 57% Foreign Born Toronto Ontario 51.9% foreign born Surrey BC 50.8% Foreign born Vancouver BC 48.8% Foreign Born Montreal QC 40.9% Foreign Born Calgary Alberta 35.4% foreign born Edmonton Alberta 34.9% foreign born So if you feel you’re a visible minority in your own nation Canada it’s not just a feeling, you really are. Quote Trudeau 2017 on his explanation why there are wide open borders The very concept of a nation founded by European Settlers is offensive to me. Old white stock Canadians are an unpleasant relic, and quite frankly replaceable. And we will replace them. End Quote
Identity Attack0.033269364
Insult0.024897853
Profanity0.015215653
Threat0.007301235
Severe Toxicity0.0020503998
Low Tox 0.07212844 Constructive 0.629 Unverified_Claim
Sep 10, 2025 Why Canadians Are Turning Against …

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.