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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: "Says the guy who has …" 189 comments · Page 4 of 8
Bike guy: low tier whyte Doesn't a good job or money > says Africans are l0w 1Q looooooooooooool. The audacity.
Bike guy: low tier whyte Doesn't a good job or money > says Africans are l0w 1Q looooooooooooool. The audacity.
Identity Attack0.46028158
Insult0.35849577
Profanity0.20262444
Threat0.011974656
Severe Toxicity0.023645958
Moderate 0.4269174 Low Con 0.14 Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
(They) live by their own rules.. says the Indian guy 3rd gen shopkeeper. WTF? And trust me, I don't say that too often, if ever.
(They) live by their own rules.. says the Indian guy 3rd gen shopkeeper. WTF? And trust me, I don't say that too often, if ever.
Identity Attack0.29798782
Insult0.26395
Profanity0.4401715
Threat0.0113014765
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.552 Identity_Assertion
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
I am sure the bike guy considers himself a Christian too, religion of love, humanity and peace so they say 😂😂his heart is full of hate why don't he goes buy a 🔫 and get …
I am sure the bike guy considers himself a Christian too, religion of love, humanity and peace so they say 😂😂his heart is full of hate why don't he goes buy a 🔫 and get rid of everyone he batws to cleanse his heart and satisfy it to its fullest, I am sure he will sleep better. His ready to leave this earth cuz it's almost time for him with hatred in his heart. No wonder be didn't amount to anything in life with his high IQ &, intelligence. He could have been a millionaire or president of Canada or something but his just a bike guy. He must do something about we are ready for him.
Identity Attack0.31892163
Insult0.37960073
Profanity0.25915453
Threat0.13815513
Severe Toxicity0.043077253
Moderate 0.4269174 Moderate Con 0.38 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
9:00 "they walk naked" , says the half naked guy
9:00 "they walk naked" , says the half naked guy
Identity Attack0.05794714
Insult0.16989174
Profanity0.28593817
Threat0.016292779
Severe Toxicity0.023076924
Moderate 0.42349213 Low Con 0.21 Humor_Satire
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
That guy on the bicycle has probably never travelled out of Canada and probably only met 2-3 Africans yet he says he hates them 😂😂😂
That guy on the bicycle has probably never travelled out of Canada and probably only met 2-3 Africans yet he says he hates them 😂😂😂
Identity Attack0.49855098
Insult0.25800487
Profanity0.09001675
Threat0.009359611
Severe Toxicity0.020257099
Moderate 0.42129645 Low Con 0.25 Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
8:47 this guy is full of contradictions he says they dont work and immediately says they work for indians and then says uber. He puts the classic prejudiced blanket "they are dirty people". "hotels and …
8:47 this guy is full of contradictions he says they dont work and immediately says they work for indians and then says uber. He puts the classic prejudiced blanket "they are dirty people". "hotels and places to stay" is absurd that's misinformation, they neve get free hotels those are for europe and african refugees the indians temporarily move into overcrowded houses or apartments until they familiarize with the new country so they can minimize sky high rents and find friends and support but eventually move to their own condos as soon as they finish their courses and land jobs. Funniest of all 8:59 He says "they roam naked?" never saw indians naked here the only person naked is you man. Get well soon.
Identity Attack0.3825363
Insult0.35677677
Profanity0.2268346
Threat0.023026628
Severe Toxicity0.023076924
Moderate 0.41445592 Constructive 0.631 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
That polish guy saying Indians walk naked inside their houses, while walking naked on the streets. And people saying Indians don’t assimilate, when do white people assimilate with others. And if people don’t keep their …
That polish guy saying Indians walk naked inside their houses, while walking naked on the streets. And people saying Indians don’t assimilate, when do white people assimilate with others. And if people don’t keep their neighborhood clean and work only on clash, then it’s the system’s fault and pole hole that is letting them exploit it, fix the system. And why the heck the Gov letting immigrants in if it’s doing no good to the country. Simply because left a gov that will put a stop to immigration.
Identity Attack0.40158966
Insult0.35161978
Profanity0.3351773
Threat0.029587816
Severe Toxicity0.023317307
Moderate 0.40614098 Constructive 0.517
Sep 22, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
clicked on this video hoping for an even sided take instead it seems like this guy has already made up his mind and is actively showing and promoting racist views, i remember growing up in …
clicked on this video hoping for an even sided take instead it seems like this guy has already made up his mind and is actively showing and promoting racist views, i remember growing up in Burnaby BC and Vancouver bc when the chinese/japanese and just asia in general started immigrating to canada. The racists back then whined and cried about a ton of asian shops opening and bad drivers etc. Hell they didn't even like asian only churches they would cry "why do they need their own churches?" while saying their cooking stinks, their shops stink to their face and bitching about just about anything. Now its happening again in Toronto and the racists have moved on from asians and now focus their hate towards the indian community. as a native American all i can say is if you're actively going to bitch about immigrants. Maybe everyone that isn't native american or culture didnt originate from the north Americas should head back home? otherwise quit bitching and learn to love one another. At the end of the day Canadians and Americans are imigrants from Europe.
Identity Attack0.40713623
Insult0.36798462
Profanity0.2813443
Threat0.015947454
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.628 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
I have to say to bike guy, bro.. you need to relax your racist remarks, if you actually meet africans, they're the opposite of the black americans. They have system just like filipinos.
I have to say to bike guy, bro.. you need to relax your racist remarks, if you actually meet africans, they're the opposite of the black americans. They have system just like filipinos.
Identity Attack0.4774257
Insult0.33154017
Profanity0.11477985
Threat0.008582866
Severe Toxicity0.018836858
Moderate 0.4014846 Constructive 0.556 Moral_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
8:30 I am not really sure about what that bold guy says is entirely true. How can one drive an uber without a license. Uber and Lyft put you through a process before you drive. …
8:30 I am not really sure about what that bold guy says is entirely true. How can one drive an uber without a license. Uber and Lyft put you through a process before you drive. You can't operate on their app without being vetted and if he saw someone using someone else's uber he should report their ass ASAP. Assimilation is cultural difference is a real problem I agree but a lot of Immigrants are hardworking law abiding people.
Identity Attack0.11512129
Insult0.26957804
Profanity0.39409557
Threat0.013424582
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.854
Sep 19, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
like as the guy on the bike said "Indian's eat poo" he could have just said "as some people in India eat poo" cause i think its wrong to just stereotype all Indian's in one …
like as the guy on the bike said "Indian's eat poo" he could have just said "as some people in India eat poo" cause i think its wrong to just stereotype all Indian's in one cause i agree some people in India are not educated enough to not fall for the so called "healthy tips" given by some brain washers in India on the basis of religion and as people say they are always on their phones and talking loudly and other things i will just say one thing see Canada born Indian's they are same as normal Canadian kids its just that their parents migrated from India to Canada and they lived half of their life in India soo in India it is common to do things like this they just need some time to adjust and even after 10 20 years they still act like this then please just see their kids they are well behaved and know how to behave in this country and i am not talking about eating poo cause that's just straight up bs yes i agree some do eat but not on regular basis and those who eat are not even 0.1% of Indians they are just less educated people those don't believe on modern meds and just get brainwashed by so called religious guru's who says drink cow piss and eat cow dung that is just bs and non educated Indian's don't get it, that's my time you are free to argue on some points in the reply's. Thank you
Identity Attack0.43896464
Insult0.39297962
Profanity0.240511
Threat0.011327368
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.758
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Guy says every one should live happily 😂😂 When same ppl don’t like Bangolis, Kashmiri or Afghan immigrants in India. And we know India is known for its racism. 😂 These Panjeets stand with far …
Guy says every one should live happily 😂😂 When same ppl don’t like Bangolis, Kashmiri or Afghan immigrants in India. And we know India is known for its racism. 😂 These Panjeets stand with far right fascists against Muslim immigrants but ironically they are the majority immigrants in Middle eastern countries.
Identity Attack0.46028158
Insult0.34101152
Profanity0.12220735
Threat0.013579931
Severe Toxicity0.023076924
Moderate 0.39915034 Moderate Con 0.433
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The most junkie homeless looking guy saying the immigrants don't pay taxes has to be the funniest thing I've heard😂
The most junkie homeless looking guy saying the immigrants don't pay taxes has to be the funniest thing I've heard😂
Identity Attack0.28034934
Insult0.4125297
Profanity0.06746418
Threat0.0077154995
Severe Toxicity0.012207031
Moderate 0.39669925 Low Con 0.29 Humor_Satire
Sep 22, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
It's hilarious that even now Canadians will not say a word against these majority white politicians and bureaucrats. Even at this table, there are 2 whites, 1 East Asian and 1 South Asian. Yet the …
It's hilarious that even now Canadians will not say a word against these majority white politicians and bureaucrats. Even at this table, there are 2 whites, 1 East Asian and 1 South Asian. Yet the entire country just wants the South Asians out. You will not hold a single one of your kind responsible for what is predominantly a white political and bureaucratic body. And then you wonder why you're being called racists. You people ARE. It's so much easier to direct your anger towards the brown guy than the white guy isn't it? Because then you'd have to admit that the white guy is the one holding the gun and the brown guy is the one whose shoulder is being used to rest the gun on. Good luck fixing the roots of your problems Canadians. You just carry on shouting at the symptoms.
Identity Attack0.4508763
Insult0.3388922
Profanity0.06345607
Threat0.011974656
Severe Toxicity0.017158391
Moderate 0.39021665 Constructive 0.506
Sep 28, 2025 IRCC Names India in Study …
Hindu guy saying he's peaceful and loving. Sikh guy saying he's peaceful and loving. Yet they go around fighting each other. Either these guys are both lying, or their community is not being taught their …
Hindu guy saying he's peaceful and loving. Sikh guy saying he's peaceful and loving. Yet they go around fighting each other. Either these guys are both lying, or their community is not being taught their religion properly.
Identity Attack0.44690517
Insult0.34101152
Profanity0.0715894
Threat0.010990778
Severe Toxicity0.016512826
Moderate 0.3811502 Moderate Con 0.426 Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact …
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact people from abroad and make them come in Canada, then they take their money as fees and then flash! No such college existed. And foreign people are trapped there. Also, hire qualified people with degrees like the USA does. Indians are living in USA too, but it's not such a big problem in USA BCOS of their policies. Not everyone is wrong,but make sure to punish the wrong one's. Imply tough rules on cleanliness and job hirings. Instead of banning people from these countries, imply strict regulations on them. For indians or any other communitee:- Shame on you guys, no one is saying you to leave your culture or something. It's just that be like a Canadian, give jobs to other communities too. Maintain cleanliness standards of Canada, not india or any country. Follow canadian driving rules rather then any other countries. You should be grateful for them to accept you, now you should accept them too. Thankyou.
Identity Attack0.33352965
Insult0.31740165
Profanity0.27882218
Threat0.009359611
Severe Toxicity0.02258113
Moderate 0.37751234 Constructive 0.745
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly …
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly racist. But on the other hand, so many woke types don’t even want to admit the problem. They also don’t want to talk about how the government is complicit. Every nation has a right to define itself, and how much immigration it wants, and how that immigration happens. It is beyond ridiculous to not speak the primary language of the country you emigrate to. But why say weird shit like indians eat shit?? Or that 1.5 billion people are all the same? The rationale behind early immigration was to be very tough and selective about who enters and lives here. They welcomed students because it brought in a lot of revenue so that’s a win-win, but to LIVE they had to prove they were an asset to the community. Now the whole thing is manipulated. You don’t have proper vetting for the students because of fake colleges that just want to make money. You don’t have proper limits on immigration and criteria for jobs/skills because companies want to make money. Politicians just do whatever strategy gets votes. But for some reason people either only get woke about the positives of Indian immigrants or only negative, sometimes racist about them. It’s fair to acknowledge that rampant, unchecked immigration ruins the culture. Like Indian driving culture is fucking terrible. You don’t want to bring that shit over. You can also acknowledge that early immigrants and their kids are often completely American/Canadian, from their native language, accents, education, references etc. And that Indians are generally a low-crime, high-employment, high-tax-paying immigrant group. And we ALSO acknowledge that that’s changing because of the type/number of people coming in, and the financial and political incentives which support it. It causes valid resentment. These fucking human smuggling rings are real af. Wokies don’t ever talk about it. But I wish we could have this conversation without the racism.
Identity Attack0.10221587
Insult0.40243408
Profanity0.10240069
Threat0.008764107
Severe Toxicity0.010681152
Moderate 0.37751234 Constructive 0.746 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
First off, the host is asking BS question from people who look they are on unemployment benefits. Second, getting ONE brown guy to says racist stuff doesn't makes the video less racist.
First off, the host is asking BS question from people who look they are on unemployment benefits. Second, getting ONE brown guy to says racist stuff doesn't makes the video less racist.
Identity Attack0.3908055
Insult0.25602314
Profanity0.12158839
Threat0.008738215
Severe Toxicity0.015802706
Moderate 0.37751234 Moderate Con 0.44 Meta_Commentary
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Lmaoooo you know its bad when the indian guy says its too much! 🤣🤣
Lmaoooo you know its bad when the indian guy says its too much! 🤣🤣
Identity Attack0.37507164
Insult0.14331897
Profanity0.18909787
Threat0.012130005
Severe Toxicity0.022064678
Moderate 0.37751234 Low Con 0.237 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
bruh im living in brampton rn as a white guy and i must say it is so bad. only benefit is driving a subaru in snow and smokin them all in the streets.
bruh im living in brampton rn as a white guy and i must say it is so bad. only benefit is driving a subaru in snow and smokin them all in the streets.
Identity Attack0.3817989
Insult0.16824563
Profanity0.20700185
Threat0.13633445
Severe Toxicity0.023076924
Moderate 0.37576625 Moderate Con 0.42
Jan 27, 2026 Inside Canada's Indian Invasion...
8:37 did he just say Kerala?? Does he thinks Sikhs come from Kerala?? This guy is so blinded for views that he completely ignores how wrong he is on so many levels.
8:37 did he just say Kerala?? Does he thinks Sikhs come from Kerala?? This guy is so blinded for views that he completely ignores how wrong he is on so many levels.
Identity Attack0.13591312
Insult0.29855028
Profanity0.10116278
Threat0.012078222
Severe Toxicity0.013736901
Moderate 0.37576625 Moderate Con 0.379 Policy_Critique
Feb 26, 2026 1 likes Inside Canada's Indian Invasion...
I love how you would keep cutting back to the guy on the bike and he would contradict everything the indians were saying 😂😂😂
I love how you would keep cutting back to the guy on the bike and he would contradict everything the indians were saying 😂😂😂
Identity Attack0.37012735
Insult0.11978693
Profanity0.12815644
Threat0.2566701
Severe Toxicity0.023076924
Moderate 0.37576625 Moderate Con 0.314 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not …
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not everyone is like that in my experience, I'm not from brampton but I'm sikh and I have sikh friends who are white and indigenous as well. One thing people don't realise is a lot of Canadians are actually really racist. You clearly saw that from the interview of the guy and his wife who was an RN, they passed the exam fair and square but I feel like his lack of understanding of the English language didn't get his point across right. The point he missed was the quality of life is higher in Canada, In India it's way easier, the cost of living is way cheaper, there's tons of cheap labour to hire maids for all your house work for example which is common in their culture, but as you've probably seen online, India isn't the cleanest or friendliest place to be, and if he was a nurse in India he would probably be broke without a good job, and having the opportunity to find good high paying jobs in something that Canadians also do when they travel to the US if a position in their field isn't available in whatever local city they grew up in. The main issue stems from international students from like after covid, regardless of country, India is in the spotlight because there's just more indians compared to other countries international students but its all the same stuff, you have kids from all over the world that might not have learned the same cultural practices, fresh 16-18 year olds living alone for the first time that have to do all their own chores and don't even know how to take care of themselves in some cases or do laundry or anything like that and it doesn't mean they were illegal immigrants or anything, just that they never put in the effort to learn because they were too entitled, its the same with entitled kids that go to Korea or Japan from north America as well that don't learn their culture and customs and misbehave because they are too entitled, and once you understand that you can see the bigger picture more clearly instead of just defaulting to racism. Also I'm not saying they can't be frustrated, its frustrating for everyone, even for me but racism isn't the answer.
Identity Attack0.38699543
Insult0.2817503
Profanity0.06646215
Threat0.015256803
Severe Toxicity0.016771052
Moderate 0.36867723 Constructive 0.855 Moral_Argument
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The white guy saying Africans can’t be cashiers at McDonald’s meanwhile there is McDonald’s in Africa, this is why he’s riding and wearing a safety vest
The white guy saying Africans can’t be cashiers at McDonald’s meanwhile there is McDonald’s in Africa, this is why he’s riding and wearing a safety vest
Identity Attack0.40713623
Insult0.16897665
Profanity0.08581402
Threat0.0113014765
Severe Toxicity0.016706496
Moderate 0.3666224 Low Con 0.253 Humor_Satire
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
The white guy says about queing and the indian cashier serve the guy behind him because he's indian... that happens to me A LOT in Singapore... They serve their own skin color first.
The white guy says about queing and the indian cashier serve the guy behind him because he's indian... that happens to me A LOT in Singapore... They serve their own skin color first.
Identity Attack0.44690517
Insult0.16773392
Profanity0.09775851
Threat0.014911477
Severe Toxicity0.017739398
Moderate 0.36456755 Constructive 0.553
Jan 27, 2026 Inside Canada's Indian Invasion...

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.