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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: "I hate this guy but …" 66 comments · Page 2 of 3
This poor guy with bicycle in winter at min 8:22 says hate Africa pple, I thought he is only economically poor he can’t afford to be mentally poor too, Unfortunately he is😢😢…. That’s why other …
This poor guy with bicycle in winter at min 8:22 says hate Africa pple, I thought he is only economically poor he can’t afford to be mentally poor too, Unfortunately he is😢😢…. That’s why other white pple left him behind in he can’t go anywhere with such mentality.
Identity Attack0.48915586
Insult0.40975618
Profanity0.19278693
Threat0.018537397
Severe Toxicity0.024819711
Moderate 0.5140397 Constructive 0.519 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
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...
That guy really hates Africans😄😄😄😄but we love everyone....so it really doesn't bother us
That guy really hates Africans😄😄😄😄but we love everyone....so it really doesn't bother us
Identity Attack0.53446084
Insult0.25800487
Profanity0.2258264
Threat0.014911477
Severe Toxicity0.029626917
Moderate 0.50789946 Moderate Con 0.456 Identity Attack Solidarity
Jan 28, 2026 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 government is useless I can't believe you guys allow this🤦🏽‍♀️So what is Canada to you guys? Your pockets??💰 These people already have a home there's no need for them to bring their home. There's …
The government is useless I can't believe you guys allow this🤦🏽‍♀️So what is Canada to you guys? Your pockets??💰 These people already have a home there's no need for them to bring their home. There's nothing wrong with practicing in your home. If the tables were to turn if Canadians came to do the same to their country they would flip. Which is easy for the Muslim to do the same 🤔 All they're doing is setting an example by teaching their children to hate even more. Segregation, dominance, and arrogance is not the way in Canada. Every Nation comes here just as they come here as well too. If they miss their home so bad go back!!! No need for this terrible 😔
Identity Attack0.4508763
Insult0.5130944
Profanity0.12639372
Threat0.010550622
Severe Toxicity0.023076924
Moderate 0.4850187 Constructive 0.591 Insult Policy_Critique
Sep 20, 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...
7:04 driver of the tesla with bmw mirrors probably hated you guys lol
7:04 driver of the tesla with bmw mirrors probably hated you guys lol
Identity Attack0.17070955
Insult0.3388922
Profanity0.21564959
Threat0.03407705
Severe Toxicity0.023076924
Moderate 0.48141238 Low Con 0.249 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
I am laughing because hate is killing that white guy with a bike probably living the worst time of his life bcoz he is gonna be seeing African for a very long time
I am laughing because hate is killing that white guy with a bike probably living the worst time of his life bcoz he is gonna be seeing African for a very long time
Identity Attack0.5135796
Insult0.2659317
Profanity0.26583168
Threat0.44185185
Severe Toxicity0.14916596
Moderate 0.47900817 Moderate Con 0.385 Identity Attack Humor_Satire
Feb 21, 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...
I dont even think that guy on the bike was focused on indians he was just expressing his HATE for africans😭
I dont even think that guy on the bike was focused on indians he was just expressing his HATE for africans😭
Identity Attack0.50917345
Insult0.24767025
Profanity0.19032755
Threat0.012181788
Severe Toxicity0.02378681
Moderate 0.47119883 Moderate Con 0.388 Identity Attack Identity_Assertion
Jan 27, 2026 124 likes Inside Canada's Indian Invasion...
Hate to say it, but bike guy is right. I work in a (genuinely) diverse area and African men are by far the worst customers. Incredibly condescending, interrupt me constantly, and if they have a …
Hate to say it, but bike guy is right. I work in a (genuinely) diverse area and African men are by far the worst customers. Incredibly condescending, interrupt me constantly, and if they have a wife/girlfriend with them, they're constantly berating her. I've found Indians are cheap but generally polite, the biggest problem is that there's just too damn many of them and they don't assimilate, so you become a stranger in your own hometown when they move in. I remember looking for a place to get takeout around my boyfriend's house and it was literally 90% Indian food, 10% pizza with butter chicken and tandoori toppings.
Identity Attack0.5135796
Insult0.4339631
Profanity0.4113413
Threat0.035113025
Severe Toxicity0.09649272
Moderate 0.46716887 Constructive 0.798 Identity Attack Personal_Narrative
Jan 27, 2026 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 guy who said he hate Africans. I question his IQ.
The guy who said he hate Africans. I question his IQ.
Identity Attack0.46028158
Insult0.36709076
Profanity0.1413768
Threat0.012130005
Severe Toxicity0.023076924
Moderate 0.4394682 Moderate Con 0.313 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
no hate to white people , but u dont have to add all ragebait pics in the video i have tons of video which can ragebait u guys easily. if you dont beleive me dm …
no hate to white people , but u dont have to add all ragebait pics in the video i have tons of video which can ragebait u guys easily. if you dont beleive me dm i will send you in dm
Identity Attack0.4482637
Insult0.23237456
Profanity0.27139977
Threat0.34804323
Severe Toxicity0.02514347
Moderate 0.4394682 Moderate Con 0.384 Meta_Commentary
Feb 16, 2026 Inside Canada's Indian Invasion...
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...
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...
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...
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...
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...
All I saw in this video Bike guy hates African because they are not good People are find with indians Indians are helping in economic growth like any other canadian There is active terrorist group …
All I saw in this video Bike guy hates African because they are not good People are find with indians Indians are helping in economic growth like any other canadian There is active terrorist group "Khalistan" And you did illegal things without canada police permission Then why is video title like that?? Just ask Indian Punjabi how they feel about india... Punjab is jwel of india
Identity Attack0.46050715
Insult0.32211447
Profanity0.064458095
Threat0.0138755
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.529 Policy_Critique
Feb 3, 2026 4 likes Inside Canada's Indian Invasion...
The guy with the bike doesn't only hate other race, he also hates him self.
The guy with the bike doesn't only hate other race, he also hates him self.
Identity Attack0.3043136
Insult0.28791866
Profanity0.12551236
Threat0.013372798
Severe Toxicity0.018320406
Moderate 0.4014846 Moderate Con 0.389 Moral_Argument
Feb 23, 2026 2 likes Inside Canada's Indian Invasion...
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 honestly don’t know what the bike guy has against all Africans 😂he left how the Indians have taken over his county and focused on Africans 😂 I respect the hate😂 As a Nigerian African, …
I honestly don’t know what the bike guy has against all Africans 😂he left how the Indians have taken over his county and focused on Africans 😂 I respect the hate😂 As a Nigerian African, I also hate when people don’t assimilate into the country they are opportune to be part.
Identity Attack0.38445538
Insult0.16480011
Profanity0.14049543
Threat0.016120117
Severe Toxicity0.021806452
Moderate 0.37458646 Constructive 0.63 Identity_Assertion
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.