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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: "The people who hate Indians …" 101 comments · Page 2 of 5
I’m gonna get a lot of hate for this comment and death threats, but I would rather have Pakistani and Indian people then have Isis and radical Islamic terror because if people know how to …
I’m gonna get a lot of hate for this comment and death threats, but I would rather have Pakistani and Indian people then have Isis and radical Islamic terror because if people know how to act then it’s fine if they build their culture hair, don’t forget Europeans and white people built their culture all over the world and killed everyone that wasn’t what they wanted and got rid of their religions in their ancestors and they got rid of their culturewhite people have killed billions of people, but nobody seems to care about that as soon as you see some brown people moving into your country, that’s under 1 million you guys flip out it’s weird
Identity Attack0.5135796
Insult0.34237885
Profanity0.2801717
Threat0.5195707
Severe Toxicity0.17009245
Moderate 0.5140397 Constructive 0.558 Identity Attack Threat
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
My wife's family is from Canada. When we go visit family and take our son to the parks, there are tons of Indian kids that don't even speak English being watched by old Indian men …
My wife's family is from Canada. When we go visit family and take our son to the parks, there are tons of Indian kids that don't even speak English being watched by old Indian men who do no parenting and also speak no English. You can't argue with them or it's a "hate crime." Local Canadians live in fear of the government protecting these worthless people.
Identity Attack0.4774257
Insult0.53014356
Profanity0.07999486
Threat0.012078222
Severe Toxicity0.023076924
Moderate 0.5140397 Constructive 0.608 Insult Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Such a racist , biased untruthful borderline intolerant article 😡😡😡😡. People from India are highly skilled and your country desperately need them hence your country got them here on H1 and unlike those Islamic country …
Such a racist , biased untruthful borderline intolerant article 😡😡😡😡. People from India are highly skilled and your country desperately need them hence your country got them here on H1 and unlike those Islamic country immigrants who come and slowly invade and hate .. the locals.. Indians .. work hard , PAY TAX , Contribute to country’ s grand GDP , and try to build a life for themselves and families without hurting others !! If their prosperity and growth is sticking a thorn in your eye , you need to think whose fault it is !! Get the PERSPECTIVE right !! 😡😡😡
Identity Attack0.46028158
Insult0.49151286
Profanity0.07740857
Threat0.012337137
Severe Toxicity0.02406851
Moderate 0.509388 Moderate Con 0.476
Nov 26, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
The only people left in Canada are Indians and liberals who hate themselves for being white
The only people left in Canada are Indians and liberals who hate themselves for being white
Identity Attack0.5983441
Insult0.36798462
Profanity0.15107171
Threat0.010369381
Severe Toxicity0.023076924
Moderate 0.509388 Low Con 0.219 Identity Attack Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This is what is knows as soft racism, what people like ishowspeed is doing showing sides of Africa that no one have seen and they are also people. The these just show people like "I …
This is what is knows as soft racism, what people like ishowspeed is doing showing sides of Africa that no one have seen and they are also people. The these just show people like "I hate everyone from Africa like Africa is only Sudan or Somalia... Or Indians eat poop how bizzar is that... There are bad but not everyone is bad... This guy prove everytime I see this video I don't like his videos.... But not all videos are bad. And ofc these illegal stuff is bad, as this title have India I am sure this video will get heat.... cuz everyone hate hardworking people Edit - I also like this guy cuz he is equally racist to everyone... showing the real stuff
Identity Attack0.46028158
Insult0.40243408
Profanity0.34391102
Threat0.054624002
Severe Toxicity0.16960317
Moderate 0.509388 Constructive 0.743
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I hate this stuff so much as many cool Indian and Punjabi people here In Toronto Canada it crazy they don’t speak English they don’t like us (ppl that were born here) and they don’t …
I hate this stuff so much as many cool Indian and Punjabi people here In Toronto Canada it crazy they don’t speak English they don’t like us (ppl that were born here) and they don’t even like Canada they assume they don’t need to assimilate they just wanna take over and change it they took over the Main Street completely no English stores I could barely go to the corner store cuz they did t know what I was saying it’s just insane asf they hate and ruin and take over with. No care for us
Identity Attack0.44690517
Insult0.42167732
Profanity0.33141375
Threat0.036839653
Severe Toxicity0.16960317
Moderate 0.50789946 Constructive 0.558 Fear_Threat
Feb 7, 2026 Inside Canada's Indian Invasion...
As a Indian. All i wanna say. If white people hated india so much, Why did they colonized india and took soo much money ? Its so hypocritical.
As a Indian. All i wanna say. If white people hated india so much, Why did they colonized india and took soo much money ? Its so hypocritical.
Identity Attack0.5124616
Insult0.47384647
Profanity0.22643133
Threat0.012958534
Severe Toxicity0.023076924
Moderate 0.50759226 Moderate Con 0.44 Identity Attack Moral_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
FUNFACT ABOUT CANADIANS IS THAT THEY HATE INDIANS BUT THEY LOVE INDIAN PEOPLE MONEY. AS INDIAN STUDENT GIVE ARROUND 40 BILLION $ TO CANADIAN GOVT. HYPOCRACY AT IT'S PEAK
FUNFACT ABOUT CANADIANS IS THAT THEY HATE INDIANS BUT THEY LOVE INDIAN PEOPLE MONEY. AS INDIAN STUDENT GIVE ARROUND 40 BILLION $ TO CANADIAN GOVT. HYPOCRACY AT IT'S PEAK
Identity Attack0.5135796
Insult0.4534306
Profanity0.058445938
Threat0.009256045
Severe Toxicity0.023076924
Moderate 0.50503236 Low Con 0.246 Identity Attack Moral_Argument
Oct 4, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
You know who hates Indians the most? Other Indians. 100% honest truth, I worked with many Indian dentist and they blatantly said straight up "we want a white receptionist and assistant" then they offered me …
You know who hates Indians the most? Other Indians. 100% honest truth, I worked with many Indian dentist and they blatantly said straight up "we want a white receptionist and assistant" then they offered me $8 over my asking wage. I don't mind Indians at all. They are hard working people and don't usually create problems. The Somalis are horrible. They have ZERO etiquette, manners and a complete disregard for anyone but themselves. I moved cities to get away from them because they have like 8-10 kids. They all just make kids for child benefit money and sit at home on welfare. They are ALL on welfare. Those on ODSP work under the table while on a disability benefit. The government is dumb as hell for bringing so many. Nice cities have become shit holes because they're dirty and don't care about their communities. They're just awful.
Identity Attack0.55044734
Insult0.44464502
Profanity0.3194067
Threat0.051391184
Severe Toxicity0.16960317
Moderate 0.5024724 Constructive 0.654 Identity Attack Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
People are leaving Brampton because Indians are the most racist people that I've ever encountered. I have to run away from Brampton as quickly as I can. Those people have no interest in anyone else …
People are leaving Brampton because Indians are the most racist people that I've ever encountered. I have to run away from Brampton as quickly as I can. Those people have no interest in anyone else except themselves. Everywhere they are in Canada, they do 3 jobs (deny other people even just one single job), and other criminal activities, grab the money, and then send it straight back to India. I have to confront a lady who was charging taxes that she was not remitting to CRA. Indian people are very mean; they hate caucasians, blacks, and other people.
Identity Attack0.55044734
Insult0.46625584
Profanity0.11292298
Threat0.018537397
Severe Toxicity0.02420936
Moderate 0.49139655 Constructive 0.583 Identity Attack Unverified_Claim
Nov 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Look at all these buggers coming from Poland, Venezuela, Columbia, Europe but hating someone coming from India. Indians are humble, respectful and most easy going people. Stop hating because we are not as white as …
Look at all these buggers coming from Poland, Venezuela, Columbia, Europe but hating someone coming from India. Indians are humble, respectful and most easy going people. Stop hating because we are not as white as you buggers are because these Indians will never hate you.
Identity Attack0.5051593
Insult0.47384647
Profanity0.22889622
Threat0.015602129
Severe Toxicity0.023552058
Moderate 0.49139655 Moderate Con 0.451 Identity Attack
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians are not dirty, and we don't eat poop, that guy who said all these horrible, nasty things shoes how much he hates Indians, it's true that this place has a huge indian community, but …
Indians are not dirty, and we don't eat poop, that guy who said all these horrible, nasty things shoes how much he hates Indians, it's true that this place has a huge indian community, but as long as they're harmless, they don't don't violate laws they must stay, look indian people contribute towards the economic growth of any country they reside in, ofcourse some indians lack civic sense, but that doesn't mean everyone is like that ??!! In America, Drugs has taken over, almost 30% people are homeless, burglary, theft is common, Cops will do nothing, Psychopaths are on the rise, Murder, break ins, killing by guns, accidents, are rising, Trump is weaponising ICE and killing USA citizens, putting kids in jail for no reason, complete chaos, no jobs are there, no buses, trains for easy commute, Relationships are broken, nobody is happy in all the western countries, divorce, cheating, and mind you, most indians are contributing towards the economic growth of USA, all the software engineers from India, now you're Deporting them as if your citizens are all geniuses, Indian community is not at all a problem, your mindset towards us, is the problem, this is racism, this is discrimination, America is supposed to be the origin and flag-bearer Of democracy, do something about that, other than Focusing on people who are residing peacefully with you guys, yes you have the law and order, enforce them on everyone, but don't blame them just because they're different, different in colour, religion, accent etc.
Identity Attack0.45348886
Insult0.4339631
Profanity0.36230123
Threat0.049451493
Severe Toxicity0.16960317
Moderate 0.4838166 Constructive 0.546 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
But saar white great race saar, we superior saar😂. But somehow we turned into homeless people in our own country saar😂 and the inferior race of Indians are now our bosses 😂. I guess this …
But saar white great race saar, we superior saar😂. But somehow we turned into homeless people in our own country saar😂 and the inferior race of Indians are now our bosses 😂. I guess this is the reason for racism, when u can't compete u hate. but I think u should be very grateful that the things which is changing is just language, food habits and clothes which are personal. U should look more eimto UK where u will be told what to wear, that u are a infidel. Won't even have a courage to protest or criticize their community.its only when the people see it that they know how much worse could it have been
Identity Attack0.5135796
Insult0.40243408
Profanity0.29209393
Threat0.094697006
Severe Toxicity0.16960317
Moderate 0.47323486 Constructive 0.576 Identity Attack Humor_Satire
Nov 14, 2025 Inside Canada's Indian Metropolis (Brampton)
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh …
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh no no Indians can't be in the government even though they have been living in the Brampton and GTA area for generations they are overlooked as real citizens but now that things have changed social media pages and channels like this have been for the past 3-4 years spreading propaganda about Indians ruining Canada or some stupid shit like that. This video is just highlighting how easy it is to make this divisive content. This is in similar lines to those Instagram reel pages that post every little mistake Indian people do and get recorded and shamed for it online. Other races do the same shit but those pages only post about Indians. Target a specific group, even though all races have people like that. Racism needs a target race, it's like a hate group that's now festering online. I don't see these racists outside, but I know they are there silently judging me sitting in a public place. As for the amount of Immigrants, complain to your government. Actually try to make a change instead of being racist and divisive. This is not a solution, in fact it's the opposite of an actual solution that would work. All I see is Indian people especially in Brampton are hard workers that work 10+ hour shifts for minimum pay living paycheck to paycheck, and they are getting exploited by the companies that are Canadian but no one wants to talk about that, let's just complain about an ethnic group instead. Damn schizos.
Identity Attack0.48915586
Insult0.47787863
Profanity0.4001375
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.47173777 Constructive 0.706
Oct 4, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
The people who hate Indians the most are other Indians
The people who hate Indians the most are other Indians
Identity Attack0.5135796
Insult0.25998658
Profanity0.17613389
Threat0.012906751
Severe Toxicity0.023076924
Moderate 0.45921504 Low Con 0.271 Identity Attack Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
2:24 As an south Indian these North India people is the reason everyone is hated on india bc of hindu religion bs culture and traffic and unhygienic north India streets and delusional people like him. …
2:24 As an south Indian these North India people is the reason everyone is hated on india bc of hindu religion bs culture and traffic and unhygienic north India streets and delusional people like him. If I were ever asked I choose Any European countries over India without thinking a second thought
Identity Attack0.46028158
Insult0.34548226
Profanity0.2600683
Threat0.036149003
Severe Toxicity0.034110364
Moderate 0.4421347 Moderate Con 0.477 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
That's why you are a hate mongering guy humongering hate against the community that you cannot compete into it why this community has money because they work too hard man they work too hard and …
That's why you are a hate mongering guy humongering hate against the community that you cannot compete into it why this community has money because they work too hard man they work too hard and you don't have money maybe stop being a jealous and work more harder and you will achieve because those people did not came there free they have to show more than half a million to $700,000 in their bank account to get a visa for Canada or America nothing free so stop being a mongering hate peaceful community like Indian and why don't you work for yourself more hours more hours more than 18 to 19 hours to complete with them instead of blaming everywhere and a word and everything it's not the end of world man
Identity Attack0.07508347
Insult0.47384647
Profanity0.08613731
Threat0.010395273
Severe Toxicity0.021031776
Moderate 0.4402136 Constructive 0.534
Aug 26, 2025 Why Canadians Are Turning Against …
Sold my business to a guy who's parents immigrated here decades ago, he's indian and hates, these people.
Sold my business to a guy who's parents immigrated here decades ago, he's indian and hates, these people.
Identity Attack0.49855098
Insult0.31740165
Profanity0.18417911
Threat0.024580594
Severe Toxicity0.023076924
Moderate 0.44002727 Constructive 0.51
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
The hate in the comments is sad. The fact that people can’t differentiate their racist tendencies from their sense of nationalism is concerning. You guys love to comment “it is racist to not want Indians …
The hate in the comments is sad. The fact that people can’t differentiate their racist tendencies from their sense of nationalism is concerning. You guys love to comment “it is racist to not want Indians in Canada” but half of the people in your boat, liking those comments and engaging in discussion are literal bigots whose only points in discussions involving this topic are hateful phrases and ignorance.
Identity Attack0.29035977
Insult0.47020787
Profanity0.035148825
Threat0.007340072
Severe Toxicity0.010528564
Moderate 0.4269174 Moderate Con 0.385 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
A racist man gave a platform to racist people to cash in on racist content. And luckily for him, hating on Indians is the norm now. Glad he’s at least staying relevant
A racist man gave a platform to racist people to cash in on racist content. And luckily for him, hating on Indians is the norm now. Glad he’s at least staying relevant
Identity Attack0.44690517
Insult0.33998606
Profanity0.13256322
Threat0.015774792
Severe Toxicity0.023076924
Moderate 0.4269174 Low Con 0.278 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
ALL these old people also Voted for liberal I bet, now they are reaping what they voted for, WE NEED MASS DEPORTAION, IMAGINE that start 1/4 "Canadians" are immigrants you mean 1/4 "Canadians" are Indian/Chinese …
ALL these old people also Voted for liberal I bet, now they are reaping what they voted for, WE NEED MASS DEPORTAION, IMAGINE that start 1/4 "Canadians" are immigrants you mean 1/4 "Canadians" are Indian/Chinese or Muslim I bet 18 million + are muslim/ Indian or chinese that dislike Canadians , I know most Muslims hate everyone that lives in Canada That one Student is like 50+ how are we letting people like him come here as a student this man is a nurse brah I bet he doesnt know are standards at all This video just makes me hate Canada even more The fucked thing is the old mans right Help the person First but At this point we are just sick of it we cant help ourselfs, we need them all gone back to pre 2010 lvls
Identity Attack0.47178617
Insult0.36798462
Profanity0.0838743
Threat0.04718852
Severe Toxicity0.023458159
Moderate 0.4269174 Moderate Con 0.472 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
No matter how much you guys hate us Indians but it is a reality that your big companies need an Indian guy to work because you all are either not qualified enough for any job …
No matter how much you guys hate us Indians but it is a reality that your big companies need an Indian guy to work because you all are either not qualified enough for any job in your own country or soo busy in just hating black people/white people (in short racism) Today we are capable enough to take over any job in any country that's the reason of all this hate coming towards us 😂 And I know there are some people who lack civic sense in general but come on have you seen your people? It is common everywhere but you guys are soo jealous of Indians that you are just ready to target us
Identity Attack0.44690517
Insult0.3388922
Profanity0.25915453
Threat0.038911607
Severe Toxicity0.023927659
Moderate 0.42568782 Constructive 0.56 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Tyler, did you really have to make this video??? Isn't there enough hate in the world already? Seriously dont eat butter chicken anymore if you dislike the culture/people so much. You've no idea how much …
Tyler, did you really have to make this video??? Isn't there enough hate in the world already? Seriously dont eat butter chicken anymore if you dislike the culture/people so much. You've no idea how much will power it takes for those indians to come to places like north america to earn money and give their family back home the lives they never had. It takes so much to be someone, especially if youre coming from a place where youre just one ordinary human among 1 billion others. People can hate all the want but its a free world. Territories came after humans.
Identity Attack0.34974504
Insult0.3388922
Profanity0.20016506
Threat0.030278467
Severe Toxicity0.023317307
Moderate 0.42568782 Constructive 0.637 Solidarity
Feb 17, 2026 Inside Canada's Indian Invasion...
The government really messed up. Before Canadians were so accepting of others. Now the majority of people I know hate Indians now. Just had an Indian driver run a red this morning and almost hit …
The government really messed up. Before Canadians were so accepting of others. Now the majority of people I know hate Indians now. Just had an Indian driver run a red this morning and almost hit a mother and child... how do you not get mad and fed up with that?!
Identity Attack0.46028158
Insult0.26957804
Profanity0.075792134
Threat0.26849106
Severe Toxicity0.023076924
Moderate 0.40891263 Constructive 0.609
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
These white Europeans OCCUPIERS act like canada land beings to them they are not even natives of Canada if they have occupied than others have to right to occupy too... And for indians they are …
These white Europeans OCCUPIERS act like canada land beings to them they are not even natives of Canada if they have occupied than others have to right to occupy too... And for indians they are peaceful people...and Punjabis are good for community they feed homeless people for free. You must hate muslims not hindus or indians..they are peace loving people
Identity Attack0.5051593
Insult0.26957804
Profanity0.07805514
Threat0.010084574
Severe Toxicity0.023076924
Moderate 0.40614098 Constructive 0.575 Identity Attack
Sep 21, 2025 3 likes 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.