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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 #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "I know the guy on …" 116 comments · Page 2 of 5
If having one Indian at a time so they assimilate n become American instead of coexisting with a million other Indians, Ur racist Ur scared of their races culture COEXISTING with urs Tyler Olivera ur …
If having one Indian at a time so they assimilate n become American instead of coexisting with a million other Indians, Ur racist Ur scared of their races culture COEXISTING with urs Tyler Olivera ur the reason it’s a salad n not a melting pot ur documentaries r click bait algo garbage, The guy on the bike needs to know their all doctors but his supreme race wouldn’t clock that Bieber voice
Identity Attack0.46028158
Insult0.5130944
Profanity0.25184435
Threat0.021127338
Severe Toxicity0.16960317
Moderate 0.54823303 Low Con 0.233 Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
3:59 I would want to know who paid for those statues. I bet it was the city from your money guys. Just a guess. Also I dont think that Indians are bad people, that we …
3:59 I would want to know who paid for those statues. I bet it was the city from your money guys. Just a guess. Also I dont think that Indians are bad people, that we cant live with each other I respect them. What I dont respect is mass African migration like un EU, that is crazy stuff. I would rather live in a acity with 100000 Indians than 10000 Africans because they are a fk ticking bomb, you never know if they stab someone or rap*. Indians are working, Africans cant do anything other than crimes IDK how some people still dont see this, just look at any country that took them, its same everywhere. I live in Czech Republic and we have like 10% of Vietnamese people and you dont even know they are here, all of them work, they are very polite and fit into our society very well...
Identity Attack0.5498214
Insult0.46173862
Profanity0.43669638
Threat0.3203622
Severe Toxicity0.23224458
Moderate 0.53579444 Constructive 0.713 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Way, Way, Way Better than Muslims. Once they have Numbers they Dominate and then Kill you. 1400 Years of Islamic History Proves this Out. Hindu,, Sikh are hard working people & Peaceful. They do need …
Way, Way, Way Better than Muslims. Once they have Numbers they Dominate and then Kill you. 1400 Years of Islamic History Proves this Out. Hindu,, Sikh are hard working people & Peaceful. They do need to assimilate to Countries they go to and learn the language. Also the Polish guy was right about them being Dirty. They need to do much better on that issue. If you have been the India it is VERT DIRTY. The Hindu & Sikh people know about the Muslims. We Westerns need to learn it also before it's to Late.
Identity Attack0.57150364
Insult0.4810288
Profanity0.28708664
Threat0.44605255
Severe Toxicity0.35368225
Moderate 0.52007306 Constructive 0.675 Identity Attack Fear_Threat
Oct 31, 2025 Inside Canada's Indian Metropolis (Brampton)
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)
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...
To see so many "likes" and "laughs" for the guy on the bike is despicable. He was not "speaking facts", he was simply being ignorant and racist, which you guys love to see, smh. I …
To see so many "likes" and "laughs" for the guy on the bike is despicable. He was not "speaking facts", he was simply being ignorant and racist, which you guys love to see, smh. I always find it so fascinating how much "hate" the world has for Africans/blacks. Claiming that they're "sooooo inferior/unintelligent"🙄😒 lol, we all know that IF that were honestly the case then the world wouldn't need to constantly try to put them at a disadvantage. IF you all honestly believed that "blacks are inferior", then you wouldn't constantly be obsessed with black people, you'd simply let them be. We all know it's a projection. People see the greatness and constant resilience of blacks, which pisses you guys off lol. Now argue amongst yourselves under my comment 😌✊🏽✊🏾✊🏿😝
Identity Attack0.5075293
Insult0.49389273
Profanity0.2659699
Threat0.014393489
Severe Toxicity0.02458496
Moderate 0.50759226 Constructive 0.545 Identity Attack Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
The poopjeet invasion of Canada... As a European, getting overrun by the Islam deathcult, I know how you guys feel.
The poopjeet invasion of Canada... As a European, getting overrun by the Islam deathcult, I know how you guys feel.
Identity Attack0.5548181
Insult0.43158367
Profanity0.22703624
Threat0.13549154
Severe Toxicity0.059217658
Moderate 0.50503236 Moderate Con 0.408 Identity Attack Fear_Threat
Jan 27, 2026 5 likes Inside Canada's Indian Invasion...
@5:19 This guy know nothing about india. Rape is totally part of the primitive caste indian culture. In fact rape is a huge in India. In 2022 more than 31k case where record by the …
@5:19 This guy know nothing about india. Rape is totally part of the primitive caste indian culture. In fact rape is a huge in India. In 2022 more than 31k case where record by the National Crime Records Bureau. It 86 rape by day (one every 20 minutes). Theses numbers are only the tip of the iceberg. For the driving watch the New-Dehhi episode of Dont drive here. The get the drive exam is to turn around a ciment slab in a parking lot. Those people are really low IQ.
Identity Attack0.48915586
Insult0.48627716
Profanity0.25093055
Threat0.13785169
Severe Toxicity0.09385906
Moderate 0.4850187 Moderate Con 0.439 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Bike Guy Thinks He Knows India By watching Internet Videos.. .. I Guess Low Iq runs wild In Ametican Continent...... Thats as low as u get....
Bike Guy Thinks He Knows India By watching Internet Videos.. .. I Guess Low Iq runs wild In Ametican Continent...... Thats as low as u get....
Identity Attack0.2808415
Insult0.48569724
Profanity0.1654338
Threat0.015947454
Severe Toxicity0.023152983
Moderate 0.47622904 Low Con 0.184 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
2:30 dude what are you trying to even show there? That all the Punjab is dirty and trash been thrown everywhere just like your downtown New York? I don't know why this hate is so …
2:30 dude what are you trying to even show there? That all the Punjab is dirty and trash been thrown everywhere just like your downtown New York? I don't know why this hate is so forced against Indian? I feel all countries have their problems and dirty places so just to show that part would be so illogical and hatred to them. Edit:- You are telling me to believe a guy who's promoting gambling and selling his audience trust for some bucks is insane dude.
Identity Attack0.36702603
Insult0.4747285
Profanity0.22429734
Threat0.012026439
Severe Toxicity0.023076924
Moderate 0.47473195 Constructive 0.592 Moral_Argument
Feb 7, 2026 Inside Canada's Indian Invasion...
You guys are horrible you know the Liberals have destroyed our countries & CTV & CBC carry the liberals tanker full of BS for the Liberal party & we are feeling the pain. If you …
You guys are horrible you know the Liberals have destroyed our countries & CTV & CBC carry the liberals tanker full of BS for the Liberal party & we are feeling the pain. If you didn't scare & cas light the Canadian people we would have a deal with Trump & the US.
Identity Attack0.16801116
Insult0.4986907
Profanity0.1654338
Threat0.020436687
Severe Toxicity0.02077355
Moderate 0.47119883 Moderate Con 0.308
Dec 28, 2025 1 likes Deportations From Canada at Their …
Whats not fair is that they came here for a better life and now our quality of life has suffered. Every person will tell you how things have changed negatively because of the Indians, Punjabi's …
Whats not fair is that they came here for a better life and now our quality of life has suffered. Every person will tell you how things have changed negatively because of the Indians, Punjabi's and Pakistanis. None of them aligns with Canadian values. I feel its very rude and nerve-racking of them to come here and then try to change our culture to look like what they just came from. They are a dirty people. They have no rules when it comes to cleanliness in their food factories. They literally use their filthy feet to help in the preparation of food that is shipped to Western countries. Its a common agreement that we dont want them here. Even natural-born Indians dont want them here. They know how disgusting their hygiene practises are. I went to an indian resteraunt with a friend of mine and i could see into the kitchen and the guy who was cooking was barefooted and as he came to deliver the food he slid into a pair of slippers. I asked him if he was cooking in bare feet and he lied saying OHHH no maam and then he lifted his foot. I looked at my friend and said this is grose and im going to McDonalds. And everyone in Mcdonalds was Indian too. FUCC that. Canada doesnt even look Canadian anymore. We honestly look Asian and its the Liberals who are doing it. Get rid of White Canadians. Bring in Dumb down indians and they will never lose another election
Identity Attack0.48990932
Insult0.48313886
Profanity0.18049006
Threat0.01254427
Severe Toxicity0.023552058
Moderate 0.45921504 Constructive 0.639
Jan 27, 2026 Inside Canada's Indian Invasion...
A lot of this is racist. There's also a lot of hypocrisy. You white people invade the United States of America and Canada coming in by the thousands and completely took over both countries, and …
A lot of this is racist. There's also a lot of hypocrisy. You white people invade the United States of America and Canada coming in by the thousands and completely took over both countries, and then you sit here and complain that you're being invaded. Are you guys for real. You invaded first, so you don't have a right to complain. You know who else felt like strangers in their own country? The native Canadians and the Native Americans.
Identity Attack0.4907465
Insult0.41767508
Profanity0.06796519
Threat0.009048914
Severe Toxicity0.021419114
Moderate 0.45751464 Constructive 0.511 Moral_Argument
Feb 28, 2026 3 likes Inside Canada's Indian Invasion...
"sub sahara intelligence level below 70", people with that level of intelligence cannot take care of themselves much less reason or use a computer... am i dead? lol, okay seriously, anyone with an IQ above …
"sub sahara intelligence level below 70", people with that level of intelligence cannot take care of themselves much less reason or use a computer... am i dead? lol, okay seriously, anyone with an IQ above 110 - i am saying this knowing the IQ system is flawed but is the most common metric everyone can understand - who seriously believes a region of people exists with below 70 IQ as an average is clearly dumb. Believing online graphs without investigating the sources to prove your biast is dumb, the guy on the bike is dumb. I's not racism or anti racism, it's just reality, people with that level of IQ grouped together would not be able to take care of themselves, they would die out, it would not be possible, i would not even exist as a software developer before AI became mainstream.
Identity Attack0.23239216
Insult0.5129801
Profanity0.18909787
Threat0.014048163
Severe Toxicity0.023076924
Moderate 0.45703048 Constructive 0.519 Insult Unverified_Claim
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
The guy was a bike morally bankrupt and racist guy and openly anti Eritrean. What does he knows about Eritrea? Nothing.
The guy was a bike morally bankrupt and racist guy and openly anti Eritrean. What does he knows about Eritrea? Nothing.
Identity Attack0.36733335
Insult0.47384647
Profanity0.0569429
Threat0.008556974
Severe Toxicity0.017029278
Moderate 0.4475325 Low Con 0.197 Moral_Argument
Feb 28, 2026 Inside Canada's Indian Invasion...
Blaming India will not help . Gov. Of India told Canadian counterparts that criminals are using fake degrees to go study in Australia and Canada but you guys were making 4x tuition and took the …
Blaming India will not help . Gov. Of India told Canadian counterparts that criminals are using fake degrees to go study in Australia and Canada but you guys were making 4x tuition and took the money and those criminals . They were never Indin student . They came to join the Brampton Khalistani army . You will see them soon . Just know India warned you and you took the Khalistani side . Don’t call them Indian . As far as India’s prospective they are Canadian Khalistani terrorist 😊
Identity Attack0.48915586
Insult0.43158367
Profanity0.050680235
Threat0.031314444
Severe Toxicity0.023076924
Moderate 0.44039994 Moderate Con 0.454
Sep 28, 2025 IRCC Names India in Study …
U white guy making video against immigrants- how sad for u - you don’t know real history- why u given visa to come - that is it govt issue nothing do immigrant - Poland guy …
U white guy making video against immigrants- how sad for u - you don’t know real history- why u given visa to come - that is it govt issue nothing do immigrant - Poland guy why come Canada tell me
Identity Attack0.48915586
Insult0.26957804
Profanity0.02973333
Threat0.010395273
Severe Toxicity0.019740647
Moderate 0.4269174 Low Con 0.252
Oct 2, 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...
For all the Indians reading comments here We are hated because of these: - Abandoning shopping carts in walmart/supermarket parking lot, or dragging the carts to the place where you live and throwing it by …
For all the Indians reading comments here We are hated because of these: - Abandoning shopping carts in walmart/supermarket parking lot, or dragging the carts to the place where you live and throwing it by the roadside - Zooming past two way/four way stop signal - Unnecessarily accelerating and revving cars while driving through a residential area. Trust me ITS NOT "COOL" - Playing Punjabi gangster rap music at full volume, or talking loudly on phone when using public transport - Talking loudly with friends in places where we are expected to talk softly: Hospitals, museums, art gallery government/visa office, Medical centers/clinic - Stretching yours legs over the opposite empty seat while travelling in bus or train. Crowding the Handicap ramp to access GO train because it makes it easier to board the train (WTF!). - Suddenly switching lanes and turning into streets without using the indicator. - Opening the car door in full swing and leaving a dent/scratch on the next car at parking lots. Not so much as a courtesy to leave a sorry note. - Stealthily walking the dog at night and not picking up after dog - Throwing the car's garbage towards the direction of the dustbin when driving past a bus stop in residential area. - No basic etiquette and manners of wishing, thanking or apologizing. Did you know you are supposed to greet/wish the bus driver when you board a bus? - Refusing to speak in English while in Indian populated city. - Brampton, even worse - trying to fake an accent when you suck at grammar - Partying loudly through the night with no regards to neighbors - Culture dumping - deliberately bursting crackers when the city has banned it, making agni kund in backyard without taking safety precautions, its a fire hazard for houses built of wood, loudly playing mantras/bhajans early morning when you are living in a Condo/apartment - Not caring to shovel snow off footpath - Not showering after you've cooked at home and smelling like curry in the office. Guys Please be better!
Identity Attack0.44690517
Insult0.33154017
Profanity0.25458565
Threat0.09316374
Severe Toxicity0.02449106
Moderate 0.41690505 Constructive 0.614 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
as a canadian when i was a kid the only indian i ever seen was a guy named apu you know from the simpsons now they are everywhere....make it stop please we dont want indians …
as a canadian when i was a kid the only indian i ever seen was a guy named apu you know from the simpsons now they are everywhere....make it stop please we dont want indians here not being rasict just dont want my culture and country to be tunred into india 2.0.
Identity Attack0.5051609
Insult0.27558193
Profanity0.06495911
Threat0.010809537
Severe Toxicity0.023076924
Moderate 0.41445592 Constructive 0.576 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Brampton resident here. It’s a living nightmare. You know why our insurance is the highest in the country? Indians drive drunk. If you are white teenager you cannot find a job unless your last name …
Brampton resident here. It’s a living nightmare. You know why our insurance is the highest in the country? Indians drive drunk. If you are white teenager you cannot find a job unless your last name is Patel or Singh. Most Indians are friendly and I don’t have a problem with them. They come to Brampton because in Punjab they have posters of Brampton on their travel agencies to be among their people. Now the guy on the bike, lmao. Thanks Tyler for making the bike guy our white ambassador. Brampton resident here. It’s a living nightmare. You know why our insurance is the highest in the country? Indians drive drunk. If you are a white teenager, you cannot find a job unless your last name is Patel or Singh. Most Indians are friendly, and I don’t have a problem with them. They come to Brampton because in Punjab, they have posters of Brampton in their travel agencies to be among their people. Now, the guy on the bike, lmao. Thanks, Tyler, for making the bike guy our white ambassador.
Identity Attack0.46028158
Insult0.36537176
Profanity0.20808282
Threat0.02924249
Severe Toxicity0.023223408
Moderate 0.41168427 Constructive 0.712 Personal_Narrative
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Everybody probably knows that the guy on the bike is racist and that's why he was discriminated by the butcher 😂😂
Everybody probably knows that the guy on the bike is racist and that's why he was discriminated by the butcher 😂😂
Identity Attack0.28034934
Insult0.36709076
Profanity0.11230402
Threat0.011974656
Severe Toxicity0.019224197
Moderate 0.4014846 Moderate Con 0.306 Humor_Satire
Mar 1, 2026 Inside Canada's Indian Invasion...
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)
HEY!!!!!!! Can you stay focused on the real bad guy!!! You know...the guy in the U.S. trying to make treaties and deals that benefit HIS Nation!!!! I know he isn't sneaking accross your border, robbing …
HEY!!!!!!! Can you stay focused on the real bad guy!!! You know...the guy in the U.S. trying to make treaties and deals that benefit HIS Nation!!!! I know he isn't sneaking accross your border, robbing people, stealing, beating, killing, shooting, selling drugs, sucking up free Canadian tax dollars in free benefits, taking housing and medical care away from citizens...BUT the " we got your back Carney " msm tells me that the U.S. ( which buys 70+% ) of Canadian exports..is the real problem.
Identity Attack0.17070955
Insult0.35505778
Profanity0.108590275
Threat0.1954604
Severe Toxicity0.023076924
Moderate 0.3972142 Constructive 0.503 Fear_Threat
Feb 18, 2026 Canadian immigration officers investigating hundreds …

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.