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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: "Indians are in fact not …" 93 comments · Page 1 of 4
To be honest ....Canadians are racist...they get jealous from indians...because they are successful businesses and they more owning houses than canadians....that's the real fact....Indians still washing their asses...and Canadians are more fucking dirty...they not even …
To be honest ....Canadians are racist...they get jealous from indians...because they are successful businesses and they more owning houses than canadians....that's the real fact....Indians still washing their asses...and Canadians are more fucking dirty...they not even clean their asses.... imagine their houses😂😂😂😂😂😂full of shit ...fucking drugy canadians on the street everywhere
Identity Attack0.7426507
Insult0.7775208
Profanity0.79449326
Threat0.09929679
Severe Toxicity0.52891463
Toxic 0.9209984 Moderate Con 0.383 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
khalistans not Indians btw, get your facts checked you idiot
khalistans not Indians btw, get your facts checked you idiot
Identity Attack0.3802808
Insult0.802824
Profanity0.5013569
Threat0.021472665
Severe Toxicity0.16960317
Toxic 0.8460273 Low Con 0.117 Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Bramladesh has been Indian for 20 fucken years it’s the fact that all of Ontario is fucken Indian now that pjsses me off! It’s no longer Canada it’s Canindia. Whites conquered the land from red …
Bramladesh has been Indian for 20 fucken years it’s the fact that all of Ontario is fucken Indian now that pjsses me off! It’s no longer Canada it’s Canindia. Whites conquered the land from red indians and now the brown Indians are conquering the whites.
Identity Attack0.6649212
Insult0.54525656
Profanity0.73341435
Threat0.05559385
Severe Toxicity0.45895407
Toxic 0.78711975 Moderate Con 0.383 Identity Attack Insult Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Elbows up love the fact that they are erasing canadian culter for indian culture in 150 years canada will be 10 percent white good job assholes
Elbows up love the fact that they are erasing canadian culter for indian culture in 150 years canada will be 10 percent white good job assholes
Identity Attack0.57150364
Insult0.6675394
Profanity0.62717754
Threat0.0824309
Severe Toxicity0.34977677
Toxic 0.76197964 Low Con 0.166 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Many Indias are dirty as hell. It's a fact. India is a huge shithole because the Indians that live there turned it into a shithole. They also have no sense for fashion. Here in Japan …
Many Indias are dirty as hell. It's a fact. India is a huge shithole because the Indians that live there turned it into a shithole. They also have no sense for fashion. Here in Japan I can spot a Indian/Pakistani/Bangladesh (more or less all the same) from behind from 20m away by the way the walk and what they wear. But this - in all fairness - applies to all foreigners in Japan, also Europeans and Americans. If highly educated Indians come to your neighbourhood, no worries. But if cheap labour force moves to your town .... well, expect some filthy behaviour and zero self-consciousness regarding their own disgusting behaviour. I don't like cheap labour force from underdeveloped countries because the hever learned how to behave properly.
Identity Attack0.6682205
Insult0.6308392
Profanity0.6001929
Threat0.064645745
Severe Toxicity0.44713756
Toxic 0.718943 Constructive 0.575 Identity Attack Insult Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Blaming immigrants instead of colonialism, capitalism, and failed policy is coward shit.. And, every group that ever immigrated was called dirty, criminal, and unassimilable : case in fact, the Irish, Italians, Jews, Chinese. Now it’s …
Blaming immigrants instead of colonialism, capitalism, and failed policy is coward shit.. And, every group that ever immigrated was called dirty, criminal, and unassimilable : case in fact, the Irish, Italians, Jews, Chinese. Now it’s Indians. same script, different target. Read history before you open your mouth
Identity Attack0.4830652
Insult0.6308392
Profanity0.541926
Threat0.02613456
Severe Toxicity0.16960317
Moderate 0.687436 Moderate Con 0.328 Insult Moral_Argument
Feb 6, 2026 2 likes Inside Canada's Indian Invasion...
Im not canadian but indians raping other immigrants someone who isn't Canadian white. If you immigrant and not indian or white those assholes cheat, steal everything, social id to internet provider companies, full of scam. …
Im not canadian but indians raping other immigrants someone who isn't Canadian white. If you immigrant and not indian or white those assholes cheat, steal everything, social id to internet provider companies, full of scam. Fact: I can't pass driving test for to be teucker. I can't work in factories in mississauga or in Brampton. Rogers, fido, want me to pay money but I canceled inernet 10 years ago. I never take my return tax if I ask from indians, like sigma tax. I can't get diploma at the end of my graduation. I can't get job someone who is supervisor in the companies.
Identity Attack0.6106996
Insult0.58196646
Profanity0.46460027
Threat0.18597278
Severe Toxicity0.35040274
Moderate 0.6588125 Moderate Con 0.465 Identity Attack Insult
Nov 30, 2025 Inside Canada's Indian Metropolis (Brampton)
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)
I hate how many indians have infested our country, make cost of living skyrocket. Its not racist, its just straight facts.
I hate how many indians have infested our country, make cost of living skyrocket. Its not racist, its just straight facts.
Identity Attack0.65625757
Insult0.46327567
Profanity0.29209393
Threat0.09316374
Severe Toxicity0.23224458
Moderate 0.60254884 Moderate Con 0.466 Identity Attack Economic_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Indians have polluted every Town, CiTy Country they go to. Being an Indian myself, I can't deny the fact that Indians are Unhygienic. Period.
Indians have polluted every Town, CiTy Country they go to. Being an Indian myself, I can't deny the fact that Indians are Unhygienic. Period.
Identity Attack0.6458014
Insult0.4986907
Profanity0.22612886
Threat0.0287245
Severe Toxicity0.19761463
Moderate 0.6020386 Moderate Con 0.394 Identity Attack Identity_Assertion
Feb 12, 2026 1 likes Inside Canada's Indian Invasion...
Bruh Indians cannot drive for sht 😂 This is a fact.
Bruh Indians cannot drive for sht 😂 This is a fact.
Identity Attack0.55044734
Insult0.46476576
Profanity0.5188411
Threat0.022681303
Severe Toxicity0.21290472
Moderate 0.60152835 Low Con 0.143 Identity Attack Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
"Indians are dirty people." Not all but yes most. It's one of those things that sounds racist, but it's facts 70% of the time. But as the guy said. Canada mainly has the upper class …
"Indians are dirty people." Not all but yes most. It's one of those things that sounds racist, but it's facts 70% of the time. But as the guy said. Canada mainly has the upper class Indians who are not dirty.
Identity Attack0.6007182
Insult0.5678696
Profanity0.22105443
Threat0.008492245
Severe Toxicity0.02604016
Moderate 0.5972042 Constructive 0.654 Identity Attack Insult Unverified_Claim
Jan 28, 2026 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...
Indians are in fact not nice people, as a Canadian I can confirm this and I'm not sure why everyone disagrees. They only hire each other, they are extremely rude and refuse to interact with …
Indians are in fact not nice people, as a Canadian I can confirm this and I'm not sure why everyone disagrees. They only hire each other, they are extremely rude and refuse to interact with anyone who isn't them, and they bring their class system they have in India here as well. They are some of the worst people I have ever had the displeasure of dealing with.
Identity Attack0.6220118
Insult0.5130944
Profanity0.20700185
Threat0.012854968
Severe Toxicity0.104393706
Moderate 0.57271194 Constructive 0.656 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I live in suburban Toronto right next to Brampton, thanks for bringing attention to this matter. Everything you showed in this video is 100% facts. These guys have turned Toronto into a crime-ridden shithole, tons …
I live in suburban Toronto right next to Brampton, thanks for bringing attention to this matter. Everything you showed in this video is 100% facts. These guys have turned Toronto into a crime-ridden shithole, tons of home invasions, auto thefts and robberies are through the roof, taking all of the jobs and opportunities away from young Canadians, etc. Youth unemployment in Canada is 25% all because of these guys. These Indians use these shitty no-name "colleges" to sneak their way into Canada and then don't leave when their visas expire and work illegally under table, not paying taxes on their income like the rest of us do. In Brampton, you'll often find 3-4+ families living in the same house. Pretty much any restaurant or establishment you go to, there will be mostly Indians working there, barely any white people. It's a plague.
Identity Attack0.5135796
Insult0.5177041
Profanity0.50818664
Threat0.03718498
Severe Toxicity0.17926651
Moderate 0.5721988 Constructive 0.719 Identity Attack Insult
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 fact everyone blames Pakistan immigrants but in reality its Indians that immigrate that r dirty
The fact everyone blames Pakistan immigrants but in reality its Indians that immigrate that r dirty
Identity Attack0.55044734
Insult0.46625584
Profanity0.29209393
Threat0.013321015
Severe Toxicity0.08069076
Moderate 0.52272606 Low Con 0.273 Identity Attack Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Indians are corrupt. These are facts. The new ones coming from india are definitely ruining it for the older migrated ones from 80's
Indians are corrupt. These are facts. The new ones coming from india are definitely ruining it for the older migrated ones from 80's
Identity Attack0.5689151
Insult0.47384647
Profanity0.22663295
Threat0.018710058
Severe Toxicity0.045767322
Moderate 0.52007306 Moderate Con 0.38 Identity Attack Unverified_Claim
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
@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...
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's …
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's funny how foreigners mostly w8tes will travel to India and purposely go to the worst places to travel (old delhi, varanasi, Calcutta) which is common knowledge not only amongst Indians themselves but amongst travelers globally, just so they can make negative videos for sensation and views and then assume the entire country looks like that. When the fact of the matter is India has beautiful beaches, resorts in the south (kerela goa etc ie tourist areas) beautiful mountains and snowy areas in the north like Shimla, Risikesh in states like himachal pradesh and uttarkhand, theres ther north east which has arunachal pradesh etc. Yet despite common knowledge amongst those who travel to India these vloggers choose to avoid such places for the former just for content and to make videos such as this. Channels like Chris Lewis, Alfonso and Jessica, Daily Max, Van Boys, GallivanterDom, Dunney Travels are much more honest and unbiased with their vlogs on India showing both the good and bad side of the country. Both the beautiful luxurious sides as well as the slums and poverty. Unlike vloggers like this who only show the negative sides of India for the sake of views, content and engagement farming. Positive videos on India never go as viral as the negative ones. The algorithm always pushes negativity over positivity
Identity Attack0.37655997
Insult0.44126466
Profanity0.29209393
Threat0.0347677
Severe Toxicity0.052940834
Moderate 0.47473195 Constructive 0.728 Policy_Critique
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
He's right! 3:17 once these brownnies get in office, or Canadian politics, that's there foot in the door to passing whatever laws they want because then they multiply like rats and take over. One day …
He's right! 3:17 once these brownnies get in office, or Canadian politics, that's there foot in the door to passing whatever laws they want because then they multiply like rats and take over. One day you non-brownnies will be the minority and the majority will be...guess who? And one day there will be a name change from canada to new india! Now you know how the Indigenous felt when you took over their lands, now the other indians are taking over! This is not being racist but a fact!
Identity Attack0.49032792
Insult0.48627716
Profanity0.14930901
Threat0.01254427
Severe Toxicity0.023076924
Moderate 0.47323486 Constructive 0.512
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh …
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh no no Indians can't be in the government even though they have been living in the Brampton and GTA area for generations they are overlooked as real citizens but now that things have changed social media pages and channels like this have been for the past 3-4 years spreading propaganda about Indians ruining Canada or some stupid shit like that. This video is just highlighting how easy it is to make this divisive content. This is in similar lines to those Instagram reel pages that post every little mistake Indian people do and get recorded and shamed for it online. Other races do the same shit but those pages only post about Indians. Target a specific group, even though all races have people like that. Racism needs a target race, it's like a hate group that's now festering online. I don't see these racists outside, but I know they are there silently judging me sitting in a public place. As for the amount of Immigrants, complain to your government. Actually try to make a change instead of being racist and divisive. This is not a solution, in fact it's the opposite of an actual solution that would work. All I see is Indian people especially in Brampton are hard workers that work 10+ hour shifts for minimum pay living paycheck to paycheck, and they are getting exploited by the companies that are Canadian but no one wants to talk about that, let's just complain about an ethnic group instead. Damn schizos.
Identity Attack0.48915586
Insult0.47787863
Profanity0.4001375
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.47173777 Constructive 0.706
Oct 4, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
This is crazy. I am an Indian, and I fail to understand why so many Indians choose to live in other countries. For money? Don't they have any self respect or dignity? It us true …
This is crazy. I am an Indian, and I fail to understand why so many Indians choose to live in other countries. For money? Don't they have any self respect or dignity? It us true that Germans, Irish, Italians etc did migrate to USA en masse, but they did it out of desperation, to avoid famines. Indians must understand, western people despise the fact that so many Indians living in their countries. They don't like you. They why? Come back to your motherland, and serve the nation.
Identity Attack0.46028158
Insult0.41767508
Profanity0.1696208
Threat0.019055385
Severe Toxicity0.023076924
Moderate 0.46716887 Constructive 0.652
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Thank you for covering this issue. You came to ground zero… Im a irish-french canadian and have had to gro up in this HELL. If anyone is racist it’s the Indians, I was about to …
Thank you for covering this issue. You came to ground zero… Im a irish-french canadian and have had to gro up in this HELL. If anyone is racist it’s the Indians, I was about to be homeless because i couldnt find a job. I know for a fact im not the only one, all my friends are in the same situation. They only hire their own, we pay the highest tax in all of north America. If you want my opinion, i HATE them all equally just as much as i HATE canada. As a Canadian, i beg America to annex Canada. We need ice here too, and our government is run my the CCP. Im 25 and im this close from disappearing myself….
Identity Attack0.46028158
Insult0.43296707
Profanity0.25458565
Threat0.019055385
Severe Toxicity0.023880709
Moderate 0.4645176 Constructive 0.687 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
As a indian I would just like to say that there are many reasons they are immigrating 1. They want to show off in front of their Indian relatives 2. They have a VERY BIG …
As a indian I would just like to say that there are many reasons they are immigrating 1. They want to show off in front of their Indian relatives 2. They have a VERY BIG inferiority complex thinking that Canada is some sort of heaven 3. To make some money and improve their quality of life(because if u don't study well here the quality of ur life decreases) As an Indian I just pity the people who must've lived there wherever indians go they treat it like sh*t I live in delhi it is not THAT bad as u might think for a matter of fact india is improving every day but still people like these are such douchebags And not being racist 99% of them are either Punjabis or gujaratis
Identity Attack0.44690517
Insult0.42167732
Profanity0.42102736
Threat0.015429466
Severe Toxicity0.049354076
Moderate 0.4574824 Constructive 0.617 Personal_Narrative
Feb 1, 2026 Inside Canada's Indian Metropolis (Brampton)

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.