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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: "An Indian pooped on the …" 49 comments · Page 2 of 2
this isn’t funny it’s racist. calling out issues doesn’t mean insulting all indians. canada isn’t a white country so asking only checking for white employees is wild. i’m african and that biker pissed me off. …
this isn’t funny it’s racist. calling out issues doesn’t mean insulting all indians. canada isn’t a white country so asking only checking for white employees is wild. i’m african and that biker pissed me off. I'm probably smarter than him. some africans being illiterate doesn't make them stupid and indians don't eat poop. leaving what he said in the video without calling it out looks like you agree. every group has bad drivers. every group has bad people- like the biker guy. stop the stereotype. imagine judging all white people off the biker guy. that’s what you’re doing. it’s not fair.
Identity Attack0.4911651
Insult0.5130944
Profanity0.40878695
Threat0.049451493
Severe Toxicity0.16960317
Moderate 0.57271194 Constructive 0.661 Insult Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am …
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am specifically talking about the youtuber here. This dude goes to India, to a remote village which people dont even know of, makes a video on "poop throwing festival in India" as his Title and then says Oh hey I havent said anything racist, umm well you havent (even if I ignore the word play you do) but you had several other topics that you could have covered in "India" and you exactly knew what was gonna happen when you would upload this video but you anyways did, so yes you are a racist, a smart one. And for the people saying "Indians are so proud of India but they don't want to live there", I mean people making this kinda comment can't even wrap their head around the fact that 1.5 B people are from India. So even a small fraction of that population would contribute towards a large migration, so no "Indians are so proud of India but they don't want to live there" is absolute bullshit. Now does that mean its a perfect country? Absolute Not and Neither is the country Developed, we are a developing economy and we have a long way to go. We have our own issue in this country and we are dealing with it. As for as people living in your countries are concerned, I would ask you to be as objective as possible in situation rather than being stereotypical. If you see a person doing bad thing, call them out, it doesnt matter whether they are "Indian" or otherwise.
Identity Attack0.44690517
Insult0.48228607
Profanity0.4131548
Threat0.063675895
Severe Toxicity0.20067264
Moderate 0.56269526 Constructive 0.714
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The Irony of the guy on the bike saying that indians eat poop and rape in Africa is culture wow! I'm sure it's not our kind that eats human flesh and S/A children in the …
The Irony of the guy on the bike saying that indians eat poop and rape in Africa is culture wow! I'm sure it's not our kind that eats human flesh and S/A children in the past and it's still happening today but buddy looks like he'd be good friends with epstein😮
Identity Attack0.49855098
Insult0.46774593
Profanity0.39498812
Threat0.20544581
Severe Toxicity0.22513679
Moderate 0.5566829 Moderate Con 0.341 Moral_Argument
Feb 12, 2026 Inside Canada's Indian Invasion...
Indians are not dirty and we don't eat poop there is just western media brainwashing you guys
Indians are not dirty and we don't eat poop there is just western media brainwashing you guys
Identity Attack0.40713623
Insult0.47020787
Profanity0.4370703
Threat0.01508414
Severe Toxicity0.049354076
Moderate 0.53579444 Low Con 0.197 Identity_Assertion
Feb 5, 2026 5 likes Inside Canada's Indian Invasion...
Does anyone else get really excited when Tyler makes a video about India, Im not even Indian Im Mexican but I feel an affinity with Indians so much except for the poop eating and paganism
Does anyone else get really excited when Tyler makes a video about India, Im not even Indian Im Mexican but I feel an affinity with Indians so much except for the poop eating and paganism
Identity Attack0.46028158
Insult0.36798462
Profanity0.39409557
Threat0.019918699
Severe Toxicity0.0912254
Moderate 0.51980776 Constructive 0.569 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Bro punjais don’t eat poop other indian states people eat mostly hindus
Bro punjais don’t eat poop other indian states people eat mostly hindus
Identity Attack0.48915586
Insult0.4339631
Profanity0.39409557
Threat0.06238277
Severe Toxicity0.16960317
Moderate 0.51869136 Low Con 0.223 Unverified_Claim
Jan 27, 2026 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...
4:11 “they don’t seems to be eating poop” because they don’t, it’s just western media who shows Indian like this.
4:11 “they don’t seems to be eating poop” because they don’t, it’s just western media who shows Indian like this.
Identity Attack0.36702603
Insult0.31740165
Profanity0.4163752
Threat0.018192071
Severe Toxicity0.043077253
Moderate 0.50759226 Low Con 0.225 Unverified_Claim
Jan 27, 2026 5 likes Inside Canada's Indian Invasion...
MR THESE 3 RD CLASS PEOPLE OF RACIST MINDS WHO LITERALLY DRINK COKE EAT BURGER TRYING TO DEMEAN INDIA CALLING PEOPLE EAT COW POOP WHERE NOT A SINGLE INDIAN DOES THAT RATHER COW DUNG USED …
MR THESE 3 RD CLASS PEOPLE OF RACIST MINDS WHO LITERALLY DRINK COKE EAT BURGER TRYING TO DEMEAN INDIA CALLING PEOPLE EAT COW POOP WHERE NOT A SINGLE INDIAN DOES THAT RATHER COW DUNG USED FOR MANURE AND AS DRIED BURNS AND COW URINE AS SYMBOLISM RITUAL OF PURITY.. 1ST GET REAL GROUND KNOWLEDGE ABOUT INDIA.. WEST SCIENTISTS PRESIDENTS CELEBRITIES CONE TO INDIA FOR ENLIGHTENMENT AND SPIRITUALISM... MAYBE SOME PEOPLE ARE CARELESS BUT INDIA IS A GREAT NATION WHERE CANADA SEES ONLY ICE AND SNOW WITH LESSER ECONOMY TRADE DEFENCE MANUFACTURING TECHNOLOGY INFRASTRUCTURE ETC INDIA HV INNUMERABLE DIALECTS TRADITIONS RICHNESS FOODS SEASONS ETC... CANADA IS BEHIND INDIA IN MULTIPLE ASPECTS BUT CIVIC SENSE MAYBE AN IMPORTANT ISSUE IN CROWDED PUBLIC MARKET TOWNS 🙏
Identity Attack0.44690517
Insult0.5130944
Profanity0.17926037
Threat0.026652548
Severe Toxicity0.14916596
Moderate 0.50503236 Constructive 0.512 Insult Identity_Assertion
Feb 12, 2026 Inside Canada's Indian Invasion...
The Indians are going to take over the entire world except India. Hi my dear fellow Indians, How many of you have pooped on the beach today ?
The Indians are going to take over the entire world except India. Hi my dear fellow Indians, How many of you have pooped on the beach today ?
Identity Attack0.4830652
Insult0.40698266
Profanity0.33453682
Threat0.077831104
Severe Toxicity0.09385906
Moderate 0.4977744 Moderate Con 0.306 Humor_Satire
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
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...
4:06 That claim is ignorant and racist. No group in India eats poop. Some Indians living abroad feel "embarrassed" and wrongly blame “lower class” people. In reality, using cow dung or urine as “holy” is …
4:06 That claim is ignorant and racist. No group in India eats poop. Some Indians living abroad feel "embarrassed" and wrongly blame “lower class” people. In reality, using cow dung or urine as “holy” is a fringe belief by upper class people only, not followed by 99.9% Indians and not part of normal daily life. Anyone who actually does such things is doing a rare, attention-seeking stunt, not practicing Indian culture. Using extreme and rare examples to judge a whole country or class shows ignorance, not superiority.
Identity Attack0.44690517
Insult0.4555076
Profanity0.357228
Threat0.035458352
Severe Toxicity0.059217658
Moderate 0.47886392 Moderate Con 0.472 Moral_Argument
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
WATCH OUT CANADA!!!!! Just think of this once beautiful country going to the dogs…just like what most Indians escaped from… a 3rd world country and all that European’s (whites) built is falling apart, government controlled …
WATCH OUT CANADA!!!!! Just think of this once beautiful country going to the dogs…just like what most Indians escaped from… a 3rd world country and all that European’s (whites) built is falling apart, government controlled by Indians, businesses controlled by Indians, housing run by Indians, garbage in the streets, poop on the beaches, Indian music (not music to my ears) blasting everywhere, especially in the parks, unclean public toilets, unclean motels etc etc.. YEP…just what a once beautiful country deserves!
Identity Attack0.5075293
Insult0.46327567
Profanity0.16682947
Threat0.013528148
Severe Toxicity0.043077253
Moderate 0.47886392 Moderate Con 0.362 Identity Attack Fear_Threat
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
Saaar walcom jeet horton now Canda is same #1 great world superpower same like india saaar. Vehicular hamicide, no job for teenagr, only hire indian and destoy business with sabotage and/or incompetents, fraud x10000%, sexul …
Saaar walcom jeet horton now Canda is same #1 great world superpower same like india saaar. Vehicular hamicide, no job for teenagr, only hire indian and destoy business with sabotage and/or incompetents, fraud x10000%, sexul harssment, poop in beach, niagara falls new Ganges, and much much more. Indians: no pros..just cons
Identity Attack0.5039629
Insult0.5129801
Profanity0.36225098
Threat0.34804323
Severe Toxicity0.35368225
Moderate 0.47173777 Low Con 0.157 Identity Attack Insult Unverified_Claim
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
2:30 at this point he is just rage baiting and i also fall for this, when the guy said punjab next shot you get this dirtiest street i mean point are you making here all …
2:30 at this point he is just rage baiting and i also fall for this, when the guy said punjab next shot you get this dirtiest street i mean point are you making here all of punjab look like this, with that logic i can show you probably dirtier steet than this in Toronto. first he made poop festival video which are unknown from 99.99% of indian and painted as it is celebrated like holi and Diwali, i can also give the weirdest festival around the global that you never imagined and why did he made video about poop tasting and throwing festival that are celebrated in texas because he wil not get the clout, there are hundreds of thousands of video about white guy pooping on road,street and randomly showed up at seven 11 store pooped and left, and we love you canada so much why millions of Canadian come india for health checkup and medical treatment. Whites are born hypocrites for centuries they colonies india and other part of world snatch their resources for themselves that time they were enjoying and now other peoples came their country and contributing to their economy for that they are crying
Identity Attack0.29798782
Insult0.36798462
Profanity0.2980872
Threat0.146441
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.519 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
An Indian pooped on the floor in my factory bathroom and there was no toilet paper around. TRUE STORY
An Indian pooped on the floor in my factory bathroom and there was no toilet paper around. TRUE STORY
Identity Attack0.4931391
Insult0.36709076
Profanity0.29984993
Threat0.0287245
Severe Toxicity0.055630904
Moderate 0.46982017 Moderate Con 0.358 Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
After poop controversy tylar new india video 😂😂😂 , dont. Wary Indians help you😂😂😂😂
After poop controversy tylar new india video 😂😂😂 , dont. Wary Indians help you😂😂😂😂
Identity Attack0.41052565
Insult0.3416952
Profanity0.33023968
Threat0.1348172
Severe Toxicity0.16960317
Moderate 0.46716887 Low Con 0.15 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
0:17 he's totally wrong. They definitely do eat poo in Canada. You can check the manifests of Canadian Customs showing imports of fresh cow dung cake all coming from India for Indian consumption. The only …
0:17 he's totally wrong. They definitely do eat poo in Canada. You can check the manifests of Canadian Customs showing imports of fresh cow dung cake all coming from India for Indian consumption. The only difference is that they're eating it behind closed doors in Canada and in their hindoo temples. Also the upper class/castes are the biggest consumers of cow poop and urine anyway.
Identity Attack0.3817989
Insult0.36021477
Profanity0.22542313
Threat0.008919456
Severe Toxicity0.023076924
Moderate 0.41690505 Constructive 0.584 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
If you go to a country better respect the value and culture of the area and assimilate with them and I think Indian mostly does that. Be useful the country or otherwise leave. But the …
If you go to a country better respect the value and culture of the area and assimilate with them and I think Indian mostly does that. Be useful the country or otherwise leave. But the guy on the bike is quite racists nobody east poop but people who don't wash their @$$ after business don't have to give hygienic advice 😂
Identity Attack0.37082586
Insult0.3416952
Profanity0.2366394
Threat0.011430934
Severe Toxicity0.023076924
Moderate 0.39644176 Constructive 0.535 Moral_Argument
Feb 4, 2026 Inside Canada's Indian Invasion...
Oh so you are that guy who spread hatred against Indians by the "poop festival video" which festival was unknown by most of the Indians themselves. We Indians are the most successful in US and …
Oh so you are that guy who spread hatred against Indians by the "poop festival video" which festival was unknown by most of the Indians themselves. We Indians are the most successful in US and Canada. And accept the fact that if you people had that talent then you were not going to hire foreign talents. *You need us Indians* . And you are jealous of us as we Indians earn more than average Canadians or Americans and you don't have the talent to beat us that's why your own companies hire us.
Identity Attack0.38176915
Insult0.3388922
Profanity0.18049006
Threat0.009825659
Severe Toxicity0.01986976
Moderate 0.37751234 Moderate Con 0.445 Identity_Assertion
Jan 27, 2026 5 likes Inside Canada's Indian Invasion...
Thank you for doing this video, Canada should be the best country in the world. Canada is arguably the best place on Earth geographically, but just like every government in the world right now, isn't …
Thank you for doing this video, Canada should be the best country in the world. Canada is arguably the best place on Earth geographically, but just like every government in the world right now, isn't handing anything appropriately or even objectively being managed in a sensible way. however, you saying "greatest country in the world" instead of "USA" every time, is probably why people think you're racist and mocking other societies. I defended your India poop video because it was clear you weren't saying that all Indians live in filth like people claimed you were. But again, referencing the US as the best or greatest is just condescending and portentous. Now I'm not your Dad, say and do whatever you want, I'm still enjoying the content. Just saying being more humble and remembering the many problems the US has and how many self-inflicted 3rd world issues it places on itself, would be wise.
Identity Attack0.29035977
Insult0.36798462
Profanity0.2366394
Threat0.010472948
Severe Toxicity0.023076924
Moderate 0.37694603 Constructive 0.798 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Canadian born and raised in a small northern town Facts- they ruin the trucking industry, the dump truck industry, they run all the restaurant chains (want a taco, a red dot Indian will make it …
Canadian born and raised in a small northern town Facts- they ruin the trucking industry, the dump truck industry, they run all the restaurant chains (want a taco, a red dot Indian will make it for you) my daughter got hired at Tim's ( cpl years back) the ONLY reason she got a second interview is because her first name can be easy Indian or Irish. They were calling her up she's standing there they couldn't understand how a white girl got hired. It's not ok. Even the non extreme ones do sympathize with extremist acts of terror on Christians. 70% have admitted this. When you listen to the news, 99% of the crimes - violent, assault, home invasions, women set ablaze on the subway... EVERY NAME IS NOT CANADIAN!!! sorry if you break the law , federal violent crimes or fraud GET THE F.O 5 years ago 1 store was bought by that group of people.... Within a year they were everywhere, and how they get to buy homes or business? Cuz they cheat the system. Living 20 in an apartment, running transports 24/7 letting unlicensed family members drive while they rest they cut open the seat to poop out the bottom while still clocking Kilometers while the Canadian guy follows rules. They undercut job prices safety is absent. We are getting outnumbered when we have paid into the system out whole lives. They come here get a welfare check get housing get all the cra benefits they never paid a dime into. It's bullshit we aren't happy and they gotta go Educational purposes only Entertainment purposes only
Identity Attack0.38176915
Insult0.24630153
Profanity0.08775374
Threat0.011249693
Severe Toxicity0.015286255
Moderate 0.33504707 Constructive 0.668
Jan 27, 2026 Inside Canada's Indian Invasion...
Rebel media exposed how the indian population sets up poop tents when they go to the beach and pound Indian music on giant speakers.
Rebel media exposed how the indian population sets up poop tents when they go to the beach and pound Indian music on giant speakers.
Identity Attack0.2839175
Insult0.17734702
Profanity0.27342406
Threat0.10389658
Severe Toxicity0.022710243
Moderate 0.31547862 Low Con 0.156
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, …
Indians have been in Canada for a very long time. Many came from Punjabi closer to colonial times. The racism in the comments is inexcusable. People of all different backgrounds commit crimes , public nuisances, etc. and the complaining of dominating every industry? I’m not sure what angle that is. Maybe the other groups should do better at dominating industries or advocate for businesses to hire other Canadians (equal opportunity employment). And the whole “ cow poop video” Tyler posted is one village in India ; which of course makes Indians collectively look bad and gives way for many of you in the comments to continually perpetuate this idea that Indians are sub-human. And Tyler, word of advice, if you’re going to show parts of the Indian community and Hinduism religion in Canada — at least learn to pronounce words correctly so you don’t sound like a complete idiot.
Identity Attack0.21075934
Insult0.16124763
Profanity0.05268429
Threat0.009359611
Severe Toxicity0.0077819824
Low Tox 0.25462922 Constructive 0.677 Moral_Argument
Jan 28, 2026 1 likes 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.