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Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

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Active: "“The Indians are generally a …" 67 comments · Page 1 of 3
Look What this asshole saying, indians are generally a dirty people, the streets of india is more safe and more clean then your bull shit torento or any other states full with crackheads, gangsters whole …
Look What this asshole saying, indians are generally a dirty people, the streets of india is more safe and more clean then your bull shit torento or any other states full with crackheads, gangsters whole community is drug addict
Identity Attack0.7426507
Insult0.8082062
Profanity0.83974665
Threat0.13566011
Severe Toxicity0.56375664
Toxic 0.93383175 Low Con 0.154 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians are generally dirty people 😅
Indians are generally dirty people 😅
Identity Attack0.71678543
Insult0.6308392
Profanity0.38845423
Threat0.011689849
Severe Toxicity0.349583
Toxic 0.7570315 Low Con 0.246 Identity Attack Insult Unverified_Claim
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Man you’re a pig 🐷! India has many many languages cultures and types of different ethinic groups . Yes they’re are very primitive cultures in india also and very modern people also in the millions …
Man you’re a pig 🐷! India has many many languages cultures and types of different ethinic groups . Yes they’re are very primitive cultures in india also and very modern people also in the millions some are very poor and some middle class some very rich but you cannot put them all in one basket just like the western countries you have incest inbred people , look at small towns they’re full of inbred people worshiping snakes in churches in some southern states some have sex with animals like dogs and some live with dolls 😂, satan worship and sacrificing for rituals etc….. you cannot judge a society like that . Indians in general are very successful immigrants if you look at the charts but yes there’s some bad apples in all communities . But just like west is not one society but a mixture of many cultures and languages and taboo cultures , india is same like that big country with many different ppl . 😂😂😂
Identity Attack0.5135796
Insult0.6677319
Profanity0.4840093
Threat0.16067244
Severe Toxicity0.45895407
Toxic 0.75208336 Moderate Con 0.487 Identity Attack Insult Moral_Argument
Feb 5, 2026 1 likes Inside Canada's Indian Invasion...
4:56 what an smart this guy is. first a generalization that all hindus eat poop is racist and low iq (if he wants to bring up iq) and what about indian muslims/christians? they are more …
4:56 what an smart this guy is. first a generalization that all hindus eat poop is racist and low iq (if he wants to bring up iq) and what about indian muslims/christians? they are more hygenic and does this guy just reject thim cause of their color? muslims and arabs literally are cleaner than most whites. we dont walk with crusty bits of poop in our butt we clean it with a bidet
Identity Attack0.5707127
Insult0.5130944
Profanity0.541926
Threat0.13815513
Severe Toxicity0.35368225
Toxic 0.71760553 Moderate Con 0.391 Identity Attack Insult Moral_Argument
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
"Indians are generally dirty people"!? Dude wtf.. You should try to use a bidet instead of toilet paper bruh
"Indians are generally dirty people"!? Dude wtf.. You should try to use a bidet instead of toilet paper bruh
Identity Attack0.55044734
Insult0.58196646
Profanity0.49259362
Threat0.013165667
Severe Toxicity0.19149859
Moderate 0.6827122 Moderate Con 0.301 Identity Attack Insult Humor_Satire
Feb 17, 2026 1 likes Inside Canada's Indian Invasion...
“The Indians are generally a dirty people.” Tyler trying his hardest not to laugh.
“The Indians are generally a dirty people.” Tyler trying his hardest not to laugh.
Identity Attack0.6649212
Insult0.6120431
Profanity0.25915453
Threat0.009696201
Severe Toxicity0.16960317
Moderate 0.65996873 Moderate Con 0.337 Identity Attack Insult Humor_Satire
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
😅😆😁😄😃😀🤣 0:12 "Indians are generally a dirty People"..."they don't seem to be eating poo"
😅😆😁😄😃😀🤣 0:12 "Indians are generally a dirty People"..."they don't seem to be eating poo"
Identity Attack0.55044734
Insult0.5130944
Profanity0.41375932
Threat0.024753258
Severe Toxicity0.2322566
Moderate 0.65996873 Low Con 0.221 Identity Attack Insult Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Seriously? If need to ask for immigrants opinion on this issue, it only means 1 thing. Canada's leaders are stupid and lack general knowledge about Asians. Especially Muslims from the Middle East, Pakistan, Bangladesh, Africa …
Seriously? If need to ask for immigrants opinion on this issue, it only means 1 thing. Canada's leaders are stupid and lack general knowledge about Asians. Especially Muslims from the Middle East, Pakistan, Bangladesh, Africa and Punjabis from India who have become society's nuisance. So don't group them as Indians. Hindus are never a problem. Learn to identify the different ethnicity. Yes go ahead and call me a racist. But the fact is the problem persists.
Identity Attack0.56711763
Insult0.6675394
Profanity0.22622968
Threat0.011042561
Severe Toxicity0.03321367
Moderate 0.6491204 Constructive 0.501 Identity Attack Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the …
Wow, what a piece of trash video this is full of misleading information that it should be banned from YouTube. Canada is full of various ethnoburbs for decades and it has generally worked for the benefit of the country. Go to Markham or Richmond and it's 80%+ chinese. Vaughan is mostly Italians. So many areas of the country has had immigrant populations like Brampton does. Then you give an outright racist a platform of about 4 minutes in this video to say such BS that Indians eat poop, and Africans have sub 80 IQ. It's infuriating to see this content.....and from an American no less. You then highlight a survey about quality life and make an implication that it has anything to do with immigration. Guess what, you ask that quality of life to any city in North America and they will almost guarantee that quality of life has decreased since the pandemic mostly because of inflation and the economy...not because of some immigrants coming here to take low paying jobs that white don't want to do. It's the same BS that Americans do with blaming Mexicans and Somalians. Only dumb people actually buy into this xenophobic crap that media producers like you promote.
Identity Attack0.40351558
Insult0.6336687
Profanity0.34827787
Threat0.019573374
Severe Toxicity0.16960317
Moderate 0.6407703 Constructive 0.566 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
its not the Punjabi people that are the problem or Indians in general its the uneducated they let in for no apparent reason without proper vetting if you cant speak properly and express proper immigrant …
its not the Punjabi people that are the problem or Indians in general its the uneducated they let in for no apparent reason without proper vetting if you cant speak properly and express proper immigrant values you should not be aloud in PERIOD. Canadian born Punjabi even we see it its not everyone but were getting a bad rap cause of stupidly
Identity Attack0.46028158
Insult0.6500014
Profanity0.29209393
Threat0.012026439
Severe Toxicity0.02425631
Moderate 0.6342749 Moderate Con 0.477 Insult Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
😂😂😂😂😂😂😂😂 Dude said Indians are generally a “Dirty People” 😂 😂😂😂😂😂😂
😂😂😂😂😂😂😂😂 Dude said Indians are generally a “Dirty People” 😂 😂😂😂😂😂😂
Identity Attack0.58354634
Insult0.48569724
Profanity0.30690086
Threat0.013321015
Severe Toxicity0.16960317
Moderate 0.60311776 Low Con 0.191 Identity Attack Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
I'm an Indian, and give these white people there beloved" tim hortons" back you guys! Damn. the racial profiling in this video is crazy "good white", "generally a dirty race". I'm currently in edmonton and …
I'm an Indian, and give these white people there beloved" tim hortons" back you guys! Damn. the racial profiling in this video is crazy "good white", "generally a dirty race". I'm currently in edmonton and the number of "white" people with piss in their pants i've seen is crazy . Stop racially profiling people it's never fun when it's done pointing at you, just so you know.
Identity Attack0.5502601
Insult0.48675314
Profanity0.5249258
Threat0.04233929
Severe Toxicity0.19761463
Moderate 0.60254884 Constructive 0.502 Identity Attack Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Oh how gracious we Africans are. When asked why, he said I don't want to name names out of humility and respect. This to avoid generalizing Indians. Whilst the low I.Q, European, neanderthal, obese, cockroach …
Oh how gracious we Africans are. When asked why, he said I don't want to name names out of humility and respect. This to avoid generalizing Indians. Whilst the low I.Q, European, neanderthal, obese, cockroach on the bike couldn't keep him his mouth shut even while taking a break from eating.
Identity Attack0.55044734
Insult0.5678696
Profanity0.36230123
Threat0.03407705
Severe Toxicity0.16960317
Moderate 0.584095 Moderate Con 0.464 Identity Attack Insult Identity_Assertion
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
I'd honestly prefer Indians over Middle Easterners. Hindus and Sikhs aren't proselytizers and generally have a much more mellow religious vibe, unlike Muslims. Plus, Indian food is the shit, I dig curry and samosas. The …
I'd honestly prefer Indians over Middle Easterners. Hindus and Sikhs aren't proselytizers and generally have a much more mellow religious vibe, unlike Muslims. Plus, Indian food is the shit, I dig curry and samosas. The thing you really have to be careful of, as is the situation with any instance of mass migration, is to be aware if newcomers are taking advantage of Western social assistance programs, like the Somalis have done with the welfare system. They need to understand that to be welcomed as new Americans, they have to work. Indians have proven to be industrious through hotels and convenience shops. I'd prefer them to Middle Easterners or certain cultures of Africans. That all being said, they should also come to understand that, having moved to a modern country, there's very little point in having massive families with ten kids. No need to endlessly spawn more people to help with chores like water fetching when you have indoor plumbing. It's an unfortunate trend a lot of migrants have trouble getting over, the endless breeding that makes locals anxious that they'll become a minority in their own country in just a few generations.
Identity Attack0.5498214
Insult0.46173862
Profanity0.5381406
Threat0.02924249
Severe Toxicity0.16960317
Moderate 0.52811706 Constructive 0.805 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Some of the recent Indian parasites be the Gujus and South Indians. But in general they contribute to society, in comparison to some other immigrant waves like the bike guy mentioned.
Some of the recent Indian parasites be the Gujus and South Indians. But in general they contribute to society, in comparison to some other immigrant waves like the bike guy mentioned.
Identity Attack0.55044734
Insult0.5423875
Profanity0.2761231
Threat0.012854968
Severe Toxicity0.07542343
Moderate 0.52007306 Moderate Con 0.464 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
Ngl this video actually made me sick. Normalization of racism towards Indians is rediculous and generalizing Indians as a sneaky ppl invading a foreign country is ridiculous. While it is true there r problems in …
Ngl this video actually made me sick. Normalization of racism towards Indians is rediculous and generalizing Indians as a sneaky ppl invading a foreign country is ridiculous. While it is true there r problems in the Canadian immigration system its not the fault of the ppl who use it for a better life, rather the fault of politicians who allowed it. Do better Tyler!
Identity Attack0.43256098
Insult0.5130944
Profanity0.21348765
Threat0.010188141
Severe Toxicity0.023076924
Moderate 0.50789946 Constructive 0.703 Insult Moral_Argument
Feb 26, 2026 4 likes Inside Canada's Indian Invasion...
guy on the bike say that "indians are generally a dirty people" just as easy as ordering a big mac. he got nuttin to hide. exercising his freedom of speech like a champ. lol
guy on the bike say that "indians are generally a dirty people" just as easy as ordering a big mac. he got nuttin to hide. exercising his freedom of speech like a champ. lol
Identity Attack0.5135796
Insult0.5130944
Profanity0.2366394
Threat0.01052473
Severe Toxicity0.023645958
Moderate 0.50789946 Moderate Con 0.379 Identity Attack Insult Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Pure racism - that Portuguese guy is pretty much the same as Indian folks: non white, came in as immigrant, maintains his culture. This is not the immigration problem - this is economy. Remove the …
Pure racism - that Portuguese guy is pretty much the same as Indian folks: non white, came in as immigrant, maintains his culture. This is not the immigration problem - this is economy. Remove the immigration and the situation will be the same: manufacture is lost to China, no new housing built, dumb regulations, inability to incentivise people to live in remote regions, no plan for homeless and addicts and health care system in general. But yeah of course it us easier to fight straw-men.
Identity Attack0.48915586
Insult0.5130944
Profanity0.19893537
Threat0.019055385
Severe Toxicity0.023076924
Moderate 0.4977744 Constructive 0.572 Insult
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
In general I have no beef with Indians, but their accent is annoying af, and their expectation of making you work 16 hours a day because they used to work in a sweatshop has no …
In general I have no beef with Indians, but their accent is annoying af, and their expectation of making you work 16 hours a day because they used to work in a sweatshop has no place here.
Identity Attack0.48915586
Insult0.40243408
Profanity0.22572558
Threat0.010214032
Severe Toxicity0.023076924
Moderate 0.43965456 Constructive 0.502 Identity_Assertion
Jan 28, 2026 1 likes 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...
Over the years I have seen the gradual increase in Indians, and have had to deal with my share of it. The most interesting interaction I have seen is between Indians, namely in college the …
Over the years I have seen the gradual increase in Indians, and have had to deal with my share of it. The most interesting interaction I have seen is between Indians, namely in college the Indians traveled in packs, and densely at that. They could be tracked via smell alone. But the interesting part was, any Indian that did not stick to the pack, and did not smell like shit had endless insults, and general racist remarks made against them. AKA anyone who did not act the part, was simply seen as a traitor. Which is to also say, they fully wanted to bring India here, and had no intention of leaving anything behind.
Identity Attack0.4139151
Insult0.36021477
Profanity0.44752163
Threat0.020609349
Severe Toxicity0.023974609
Moderate 0.42349213 Constructive 0.699 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
About the Africans part id say he's Wrong. African we dont Grape people. We actually OFF grapers. Unlike the muslims from Pakistan and some Indians. Generally Muslims feel thats okay
About the Africans part id say he's Wrong. African we dont Grape people. We actually OFF grapers. Unlike the muslims from Pakistan and some Indians. Generally Muslims feel thats okay
Identity Attack0.48990932
Insult0.2817503
Profanity0.20700185
Threat0.030278467
Severe Toxicity0.02439716
Moderate 0.40336934 Constructive 0.663 Unverified_Claim
Feb 19, 2026 3 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 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.