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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: "As A Indian While watching …" 71 comments · Page 1 of 3
that fucking smell......i got indian fatigue already by watching this video
that fucking smell......i got indian fatigue already by watching this video
Identity Attack0.5124616
Insult0.4810288
Profanity0.8117245
Threat0.02613456
Severe Toxicity0.45895407
Toxic 0.9209984 Low Con 0.26 Identity Attack Fear_Threat
Oct 14, 2025 Inside Canada's Indian Metropolis (Brampton)
Tyler, this is Canada, not your slop ass piece of shit country. We welcome Indians and they are apart of our country. Don't bring your disgusting American slop ass content to our country, you look …
Tyler, this is Canada, not your slop ass piece of shit country. We welcome Indians and they are apart of our country. Don't bring your disgusting American slop ass content to our country, you look disgusting and I get secondhand embarrassment watching you try to report here.
Identity Attack0.6458014
Insult0.78882504
Profanity0.6919765
Threat0.03304107
Severe Toxicity0.45895407
Toxic 0.8629672 Moderate Con 0.414 Identity Attack Insult Solidarity
Feb 6, 2026 5 likes Inside Canada's Indian Invasion...
if the Canadians could get off their lazy butts and do something, canada wont be needing any migrants, but they do do need them so that your lazy ass can order a pizza and an …
if the Canadians could get off their lazy butts and do something, canada wont be needing any migrants, but they do do need them so that your lazy ass can order a pizza and an indian can deliver to you while your fat butt siting all day watching netflex...
Identity Attack0.54996765
Insult0.6798578
Profanity0.5865656
Threat0.03407705
Severe Toxicity0.35368225
Toxic 0.82048255 Low Con 0.226 Identity Attack Insult Economic_Argument
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
So fucking based, especially the thumbnail haha. As an Indian myself, I don't like seeing too many Indians either. For example, just watch all the different "Indians litter" and "India sucks" videos and shorts out …
So fucking based, especially the thumbnail haha. As an Indian myself, I don't like seeing too many Indians either. For example, just watch all the different "Indians litter" and "India sucks" videos and shorts out there. Too many Indians bring their bad habits and couldn't care less about Western values and basic, humane principles. Also, my also Indian Mom recently told me about how she could never be left alone in India because there are a lot of "nasty people" over there. And I've heard those horror stories and seen various clips of that, it's insanity. Thank God I was born in the West.
Identity Attack0.57957685
Insult0.5130944
Profanity0.7107322
Threat0.046541955
Severe Toxicity0.35368225
Toxic 0.74954444 Constructive 0.766 Identity Attack Insult Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m Canadian and watching this pisses me off more about them because they come into our country and commit these sorts of crimes. They shouldn’t be in our country at all, but it’s so easy …
I’m Canadian and watching this pisses me off more about them because they come into our country and commit these sorts of crimes. They shouldn’t be in our country at all, but it’s so easy for them to claim asylum. There’s a government app that when you come to Canada, Indians can just claim asylum on the app. Enter in some basic information. And they’re in. It’s absolute bullshit man
Identity Attack0.4139151
Insult0.5015486
Profanity0.6750904
Threat0.012492486
Severe Toxicity0.16960317
Moderate 0.6863638 Constructive 0.526 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
0:12 Nepal just forced a change in government. So are they Indian or Nepali? But I do hope it's televised when they try this man and arrest him or we finally get to watch his …
0:12 Nepal just forced a change in government. So are they Indian or Nepali? But I do hope it's televised when they try this man and arrest him or we finally get to watch his get the ahh whooping he deserves. Bro does 3 videos on real journalism exposes real issues but runs back to his roots. RACISM 😂😂😂😂😂😂. I couldn't imagine flying around the world can't possibly be enjoying yourself cause he is too busy doing rat shit. And bothering people trying to assimilate into the country. But because a few are causing issues we have to make it look 👀👀 like it's bigger so the big guy can do some more of that negotiating he been doing. Everywhere he goes bullshit follows 😡😡😡
Identity Attack0.50515443
Insult0.5130944
Profanity0.46460027
Threat0.3203622
Severe Toxicity0.35368225
Moderate 0.6744087 Moderate Con 0.438 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
4:12 that guy must’ve watched Tyler’s video about the Indian poop festival where that one guy eat poop 😂
4:12 that guy must’ve watched Tyler’s video about the Indian poop festival where that one guy eat poop 😂
Identity Attack0.2823795
Insult0.37619758
Profanity0.43554106
Threat0.028379176
Severe Toxicity0.18844056
Moderate 0.6588125 Low Con 0.249 Humor_Satire
Feb 3, 2026 Inside Canada's Indian Invasion...
White people watching child p, grapping kids and having a history of colonization and unhygenic practices talking about indian people? White people wwre shitting and piss8ng in buckets and throwing them out onto the court …
White people watching child p, grapping kids and having a history of colonization and unhygenic practices talking about indian people? White people wwre shitting and piss8ng in buckets and throwing them out onto the court yards.
Identity Attack0.5983441
Insult0.50440645
Profanity0.57236236
Threat0.13815513
Severe Toxicity0.3493117
Moderate 0.6491204 Low Con 0.267 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
For all the folks watching and cursing on Indians let me tell you that 95% of those Indians you saw there in Brampton are Punjabis....it's because Punjab is a shit hole and has nothing left. …
For all the folks watching and cursing on Indians let me tell you that 95% of those Indians you saw there in Brampton are Punjabis....it's because Punjab is a shit hole and has nothing left. You won't find too many South Indians, they are educated, they genuinely come to study or work in high skilled jobs and immigrate back to India later on
Identity Attack0.57150364
Insult0.5015486
Profanity0.5381406
Threat0.11309616
Severe Toxicity0.2733782
Moderate 0.60311776 Constructive 0.593 Identity Attack Insult Comparative_Framing
Feb 9, 2026 1 likes Inside Canada's Indian Invasion...
So many racist comments from non native white Canadian 🐖 who are acting like they are inuits the original natives of the land!! Furthermore being British born and watching from England I can tell you …
So many racist comments from non native white Canadian 🐖 who are acting like they are inuits the original natives of the land!! Furthermore being British born and watching from England I can tell you one Damm thing, not one of these Indians are on governments benefits, they are working their socks off unlike others from a certain religion such as the recent Minnesota problem. Furthermore how many own a house there as compared to what you people call a Canadian white person, it will be interesting to know the facts. And no the heavens didn’t open up on them with gold coins raining on their heads 😂. Here in London you get the same occasional problem where non educated white people start to moan and can’t tell the difference between an Indian person or Pakistani, by the way Indians own the most homes in London have a think why!! They actually go out and work and want to achieve something In life!!
Identity Attack0.57150364
Insult0.54471385
Profanity0.39409557
Threat0.013528148
Severe Toxicity0.16960317
Moderate 0.5885171 Constructive 0.635 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
You are in an Indian city but you hate Africans 😂 go watch ispeed travel history about Africa 🌍
You are in an Indian city but you hate Africans 😂 go watch ispeed travel history about Africa 🌍
Identity Attack0.55044734
Insult0.3388922
Profanity0.20262444
Threat0.02181799
Severe Toxicity0.043077253
Moderate 0.52272606 Low Con 0.165 Identity Attack Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
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...
Only my heritage is Indian (4th generation in Australia - my great grandparents came here) so obviously I present as one. Of course every South Asian person I meet despises FOBs because they're literally the …
Only my heritage is Indian (4th generation in Australia - my great grandparents came here) so obviously I present as one. Of course every South Asian person I meet despises FOBs because they're literally the problem for all of this. Lack of assimilation, lack of civic sense, lack of fucking common sense. Of course this makes my blood boil. But what I'm genuinely tired of? The endless discrimination. I've lost count how many people profile me or treat me like garbage until we have a 20 second conversation, they hear my accent and I watch in real-time as their body language and frown disappears. It's like watching racism disappear like a light switch. So let me ask all of you a question - how should people like myself, born and raised here handle this? It doesn't end. Everyday, there's a new comment from a new person, another racial slur, another person throwing a bottle at me from their car as I'm walking, another passerby getting aggro at me for no reason, another form of insanity. How should regular people like myself handle this or deal with this? No trolling.
Identity Attack0.44690517
Insult0.42567953
Profanity0.5188411
Threat0.036839653
Severe Toxicity0.16960317
Moderate 0.4977744 Constructive 0.741 Personal_Narrative
Jan 27, 2026 1 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...
India is called the 3rd world and 'Developing World' for a reason, after all. Many of them bring their bad habits with them all the time as well and make the rest of us actual …
India is called the 3rd world and 'Developing World' for a reason, after all. Many of them bring their bad habits with them all the time as well and make the rest of us actual civilized, well educated, assimilated and caring Indians look bad. Just watch all the different "Indians litter" and "India sucks" videos and shorts out there. Too many Indians bring their bad habits and couldn't care less about Western values and basic, humane principles.
Identity Attack0.5051609
Insult0.4339631
Profanity0.40783462
Threat0.017156094
Severe Toxicity0.1465323
Moderate 0.47886392 Constructive 0.545 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
As A Indian While watching this video I'm totally embarrassed. Please throw out these people and your liberal government they will destroy your culture.
As A Indian While watching this video I'm totally embarrassed. Please throw out these people and your liberal government they will destroy your culture.
Identity Attack0.44690517
Insult0.34548226
Profanity0.19893537
Threat0.34827536
Severe Toxicity0.02430326
Moderate 0.47886392 Moderate Con 0.393 Fear_Threat
Feb 13, 2026 1 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)
White dude, mid 30s, still stuck in Brampton.. I can't even watch this video to the end because my hearts racing, I'm pissed anytime I think of how my community was raped by packies. (while …
White dude, mid 30s, still stuck in Brampton.. I can't even watch this video to the end because my hearts racing, I'm pissed anytime I think of how my community was raped by packies. (while they laugh at us good Canadians) - The funny partt is, if we forced them out like UK is planning to do, they would crumble in a second, I grew up with indians who were born here, their families came the right way and assimilated and even THEY hate the over-immigration and pure indians coming influx.
Identity Attack0.4931391
Insult0.37960073
Profanity0.2813443
Threat0.13329996
Severe Toxicity0.048457388
Moderate 0.45090583 Constructive 0.601 Personal_Narrative
Feb 21, 2026 Inside Canada's Indian Invasion...
14:47 No hate to other religions??? Watch ur Indian Hindus what they do to the other minority religions
14:47 No hate to other religions??? Watch ur Indian Hindus what they do to the other minority religions
Identity Attack0.4508763
Insult0.16773392
Profanity0.11601777
Threat0.027861187
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.347 Unverified_Claim
Oct 11, 2025 Inside Canada's Indian Metropolis (Brampton)
Queue up that meme where a massive hoard of zombies is running towards a point.. that’s all the Indians watching and commenting on this video right now.😂🤣
Queue up that meme where a massive hoard of zombies is running towards a point.. that’s all the Indians watching and commenting on this video right now.😂🤣
Identity Attack0.41222036
Insult0.26957804
Profanity0.1811049
Threat0.046218675
Severe Toxicity0.023076924
Moderate 0.42129645 Low Con 0.201 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and …
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and the city was a great blue collar town to spend time in… ever since the Indian invasion I almost never go, seeing people defaecate and urinate frequently in public, the abhorrent driving, the dirtiness, & the incredible rudeness of the Indian population has made me not visit in yrs now. It’s getting worse in other areas like Niagara as well, where the same problem is occurring. What kills me is that if anyone who’s white speaks up about this the pathetic liberals instantly call you a “bigot” or a “Racist” for simply stating facts and expressing how MANY of us are feeling. A vast majority of Canadians had NO problem with the initial influx of Indians moving here in the early 2000’s they came over we’re very respectful, assimilated, became Canadians, & respected Canada and Canadians… this last 15 yrs has been the exact opposite.
Identity Attack0.4453683
Insult0.40243408
Profanity0.26735115
Threat0.030623792
Severe Toxicity0.023927659
Moderate 0.41168427 Constructive 0.738 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
To that Indian woman thinking she’s white A lot of non whites are OG Canadians some whites are fresh like you a lot of blacks and Chinese built this city so watch your comments or …
To that Indian woman thinking she’s white A lot of non whites are OG Canadians some whites are fresh like you a lot of blacks and Chinese built this city so watch your comments or don’t say anything because you don’t know this city
Identity Attack0.4887047
Insult0.3388922
Profanity0.09195647
Threat0.008065036
Severe Toxicity0.021548226
Moderate 0.41168427 Moderate Con 0.438
Aug 26, 2025 Why Canadians Are Turning Against …
Good luck but you are bit late…..There is a big difference between Sikh and Khalistani ….Khalistanis are extrimist groups they live along with good Sikhs…. They both wear Turban…this khalistanis thwy Come to canada they …
Good luck but you are bit late…..There is a big difference between Sikh and Khalistani ….Khalistanis are extrimist groups they live along with good Sikhs…. They both wear Turban…this khalistanis thwy Come to canada they fake asylum seekers…recently khalistanis in Canada has attacked Hindu communities in canada and police has done nothing to stop protect them ….they have attacked Hindu Temples and police were just watching them…they also burned down Indian consulate in San Francisco two years back they constantly threatened Indian embassy Indian consulate ambassador….if you think they have just attacked Indian or Hindus they don’t attacked Canadian…but you might be living in delusion they can turn around on actual Canadian also if you think you are red neck they are 10 time more red neck than you …so you are late they are all over places in your Government , they have formed political parties too they are in yoyr country airport security,Government offices,Border security all over so Good luck…There are millions and millions good Sikhs In India who Loves India and serve India too with pride,…just search for Gurupatwant singh pannun he runs khalistanis extrimist movement from your country Canada and also from America
Identity Attack0.48915586
Insult0.37960073
Profanity0.085167445
Threat0.13815513
Severe Toxicity0.02373986
Moderate 0.41168427 Constructive 0.634
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I’m an Indian truck driver and I did an illegal u turn and wiped out a family so I could watch this.
I’m an Indian truck driver and I did an illegal u turn and wiped out a family so I could watch this.
Identity Attack0.3817989
Insult0.16817254
Profanity0.17380778
Threat0.44942492
Severe Toxicity0.048457388
Moderate 0.40891263 Moderate Con 0.444 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I grew up in Brampton from 1985 to 2010. I watched it change. Not for the better. I got the hell out there and every time I go back to visit my fam, it's even …
I grew up in Brampton from 1985 to 2010. I watched it change. Not for the better. I got the hell out there and every time I go back to visit my fam, it's even worse. Almost never seeing any other race but Indian lol. It all has to do with Trudeau's dad designating that city as a go-to place for Indian migrants. The Trudeau's are part of the whole Satanic New World Order, and part of that order is using mass immigration as a weapon to destroy 1st world countries. His father started it back in the 70s. And yeah the driving is absolutely horrible. The car insurance skyrocketed. They destroyed the city I grew up in. It's a shit hole now. Many of them will tell you that India itself is a shit hole, but the more of them that come to Brampton, or wherever, they turn it into India. I don't consider it racism. It's their people but it's not like it's all of them, but it is a lot. From personal observance, they're the most unhygienic people I've ever met, and they love easy jobs the involve scamming others out of money. All of those scam callers are Indian. Nothing else. They have no dignity. No self respect. They just want money and don't care how to get it. I generally don't like them, but it's because of their negative behaviors. There are plenty of other races that come to Canada that people love. Have you ever heard of anyone complain about Filipinos? No. They're loved. They come here and know how to assimilate while keeping their own heritage intact in respect to our own. They're friendly, respectful, hygienic. Indian people just want to come here and make this place Indian and they have tons of kids, so that's exactly what's happening. Brampton was cooked years ago. It's just going to devour itself and fully become an extension of India, and it already has been spreading out from Brampton to the surrounding cities.
Identity Attack0.40158966
Insult0.37392882
Profanity0.2801717
Threat0.036149003
Severe Toxicity0.023076924
Moderate 0.40060925 Constructive 0.689 Personal_Narrative
Feb 15, 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.