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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: "You don’t see Indians doing …" 305 comments · Page 2 of 13
Canadian here. Thanks for doing this video. I thought I was loosing my mind in the last 5 years when all of a sudden all you see is Indian people everywhere….its insane. I hope we …
Canadian here. Thanks for doing this video. I thought I was loosing my mind in the last 5 years when all of a sudden all you see is Indian people everywhere….its insane. I hope we get to revert this or we are way beyond f****d
Identity Attack0.5108175
Insult0.47273466
Profanity0.541926
Threat0.025271246
Severe Toxicity0.16960317
Moderate 0.5972042 Constructive 0.544 Identity Attack Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
i am an indian.& really,it is too much indians there.if i see so many coloured people in a white country,i myself will be pissed off
i am an indian.& really,it is too much indians there.if i see so many coloured people in a white country,i myself will be pissed off
Identity Attack0.5913144
Insult0.43158367
Profanity0.44475567
Threat0.08396416
Severe Toxicity0.16960317
Moderate 0.584095 Moderate Con 0.377 Identity Attack Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
6:23 funny until you see how many AMERICAN CIITIZENS these Indians killed!
6:23 funny until you see how many AMERICAN CIITIZENS these Indians killed!
Identity Attack0.57150364
Insult0.33896056
Profanity0.21781154
Threat0.44942492
Severe Toxicity0.16960317
Moderate 0.5721988 Low Con 0.209 Identity Attack Unverified_Claim
Jan 29, 2026 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...
Those Indians girls be so horny they be hot and ready when they come here and see different flavor men keep the women semd back the men
Those Indians girls be so horny they be hot and ready when they come here and see different flavor men keep the women semd back the men
Identity Attack0.44690517
Insult0.28997475
Profanity0.4170448
Threat0.0824309
Severe Toxicity0.16960317
Moderate 0.55739564 Low Con 0.284 Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
As an Indian who lives in India and has no plans to move abroad, I hate to see Indians turn other countries into sht holes. You should start kicking them out, especially if they're in …
As an Indian who lives in India and has no plans to move abroad, I hate to see Indians turn other countries into sht holes. You should start kicking them out, especially if they're in illegally or is overstaying their visit.
Identity Attack0.55803186
Insult0.47020787
Profanity0.5013569
Threat0.3297989
Severe Toxicity0.16960317
Moderate 0.55739564 Constructive 0.579 Identity Attack Identity_Assertion
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
THE WHITE GUY SHOULD NOT SWEAT TOO MUCH ABT AFRICAN BLACKS.....IT'S ASIANS WHO ARE RE-COLONIZING HIS COUNTRY......JUST LIKE IN AUSTRALIA WHERE I AM, ASIANS AT LARGE ARE COMING TO AUSTRALIA EVERY YEAR IN BRUTE FORCE …
THE WHITE GUY SHOULD NOT SWEAT TOO MUCH ABT AFRICAN BLACKS.....IT'S ASIANS WHO ARE RE-COLONIZING HIS COUNTRY......JUST LIKE IN AUSTRALIA WHERE I AM, ASIANS AT LARGE ARE COMING TO AUSTRALIA EVERY YEAR IN BRUTE FORCE NUMBERS......THERE ARE SUBURBS IN MELBOURNE WHERE YOU SEE ONLY INDIANS !
Identity Attack0.6007182
Insult0.40189892
Profanity0.22105443
Threat0.03856628
Severe Toxicity0.16960317
Moderate 0.5559701 Moderate Con 0.453 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Disgusting, changed Canadian cities to Indian cities along with the culture, scams, mess, etc & our government doesn't see this bc its all done on purpose to punish the "white ppl mentality" all woke idealogy. …
Disgusting, changed Canadian cities to Indian cities along with the culture, scams, mess, etc & our government doesn't see this bc its all done on purpose to punish the "white ppl mentality" all woke idealogy. Canada, yeah ... all BS
Identity Attack0.5135796
Insult0.5270482
Profanity0.17566866
Threat0.012596053
Severe Toxicity0.023692908
Moderate 0.5559701 Moderate Con 0.31 Identity Attack Insult Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Not immigrants….INDIANS is who were sick and tired of seeing in this country
Not immigrants….INDIANS is who were sick and tired of seeing in this country
Identity Attack0.58354634
Insult0.46923602
Profanity0.14754629
Threat0.011689849
Severe Toxicity0.070156105
Moderate 0.54823303 Moderate Con 0.334 Identity Attack
Aug 27, 2025 Why Canadians Are Turning Against …
3:59 I would want to know who paid for those statues. I bet it was the city from your money guys. Just a guess. Also I dont think that Indians are bad people, that we …
3:59 I would want to know who paid for those statues. I bet it was the city from your money guys. Just a guess. Also I dont think that Indians are bad people, that we cant live with each other I respect them. What I dont respect is mass African migration like un EU, that is crazy stuff. I would rather live in a acity with 100000 Indians than 10000 Africans because they are a fk ticking bomb, you never know if they stab someone or rap*. Indians are working, Africans cant do anything other than crimes IDK how some people still dont see this, just look at any country that took them, its same everywhere. I live in Czech Republic and we have like 10% of Vietnamese people and you dont even know they are here, all of them work, they are very polite and fit into our society very well...
Identity Attack0.5498214
Insult0.46173862
Profanity0.43669638
Threat0.3203622
Severe Toxicity0.23224458
Moderate 0.53579444 Constructive 0.713 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
My favourite part was the probably 'queer' atheist white blob saying he is fearful of Muslims as if there is something to fear in Islam. He doesnt know he needs the light of Islam in …
My favourite part was the probably 'queer' atheist white blob saying he is fearful of Muslims as if there is something to fear in Islam. He doesnt know he needs the light of Islam in his dark dark life. If we see white people doing bad things we dont blame it on christianity. Its the same for others. Their bad actions are not endorsed by their religion. If you knew even just a little about what their religion teaches. Im not indian. Or a white queer atheist block of fat.
Identity Attack0.57150364
Insult0.47384647
Profanity0.33453682
Threat0.017156094
Severe Toxicity0.040387187
Moderate 0.51980776 Moderate Con 0.448 Identity Attack Moral_Argument
Feb 26, 2026 Inside Canada's Indian Invasion...
Indian people taking over and building up and bringing up the economy! Okay! It is making us Canadians say, “too much!” At least you heard the last 4 minutes! But, Whites, Blacc’s and whoever else …
Indian people taking over and building up and bringing up the economy! Okay! It is making us Canadians say, “too much!” At least you heard the last 4 minutes! But, Whites, Blacc’s and whoever else still left behind competing in an old world and fighting and being indifferent about race still! Yeah Fucc y’all! The Indian people see Brown and sticc to a motive while everyone else fighting! Canadian’s and American’s will doom themselves!
Identity Attack0.5135796
Insult0.46327567
Profanity0.4113413
Threat0.055270568
Severe Toxicity0.16960317
Moderate 0.51869136 Moderate Con 0.348 Identity Attack
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
I’m gonna get a lot of hate for this comment and death threats, but I would rather have Pakistani and Indian people then have Isis and radical Islamic terror because if people know how to …
I’m gonna get a lot of hate for this comment and death threats, but I would rather have Pakistani and Indian people then have Isis and radical Islamic terror because if people know how to act then it’s fine if they build their culture hair, don’t forget Europeans and white people built their culture all over the world and killed everyone that wasn’t what they wanted and got rid of their religions in their ancestors and they got rid of their culturewhite people have killed billions of people, but nobody seems to care about that as soon as you see some brown people moving into your country, that’s under 1 million you guys flip out it’s weird
Identity Attack0.5135796
Insult0.34237885
Profanity0.2801717
Threat0.5195707
Severe Toxicity0.17009245
Moderate 0.5140397 Constructive 0.558 Identity Attack Threat
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
This is what is knows as soft racism, what people like ishowspeed is doing showing sides of Africa that no one have seen and they are also people. The these just show people like "I …
This is what is knows as soft racism, what people like ishowspeed is doing showing sides of Africa that no one have seen and they are also people. The these just show people like "I hate everyone from Africa like Africa is only Sudan or Somalia... Or Indians eat poop how bizzar is that... There are bad but not everyone is bad... This guy prove everytime I see this video I don't like his videos.... But not all videos are bad. And ofc these illegal stuff is bad, as this title have India I am sure this video will get heat.... cuz everyone hate hardworking people Edit - I also like this guy cuz he is equally racist to everyone... showing the real stuff
Identity Attack0.46028158
Insult0.40243408
Profanity0.34391102
Threat0.054624002
Severe Toxicity0.16960317
Moderate 0.509388 Constructive 0.743
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
The issue is real concerns warping into a racist perspective. No doubt there’s too many Indians coming into Canada, as the Canadian government is more than happy to accept. And the frustration from over-immigration turning …
The issue is real concerns warping into a racist perspective. No doubt there’s too many Indians coming into Canada, as the Canadian government is more than happy to accept. And the frustration from over-immigration turning into “fuck Indians”, it happens so quick. Being a man born in Canada with Indian heritage, lets you see how much the new immigrants don’t like you because you are too “white” for them, and Canadians don’t like you because you look like all of the new people coming in that look just like you. Lose lose all around.
Identity Attack0.5274064
Insult0.4596616
Profanity0.48510036
Threat0.027515862
Severe Toxicity0.16960317
Moderate 0.50789946 Constructive 0.645 Identity Attack Personal_Narrative
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of …
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of these people pay taxes,almost everyone seen in the video works,and last I checked even blue collar workers pay taxes,from an uber eats driver to the nurse These people come here legally paying double and triple in fees,they're not illegal immigrants like many in USA The church was sold willingly for money and then the temple was built,all temples pay property taxes and were bought with money No one wants to talk about diploma mills willingly giving admissions to the students The people welcomed the youtuber with open arms,explained things,gave answers and a lot of food Some things need improvement I totally agree like Indians need to maintain cleanliness and integrate but overall what a piece of propaganda this video is,people in comments literally ignoring how welcoming the people were to this youtuber That guy is totally right,people don't really face racism irl Anyways I am glad people irl are not like people online,I love Canada and always will and I'm proud of how welcoming and open Canada is 🇨🇦❤️
Identity Attack0.24293575
Insult0.53014356
Profanity0.16496858
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.50759226 Constructive 0.817 Insult Policy_Critique
Sep 19, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
I’m born to an Indian family…I’ve never been to india, and i dont plan on going there either. I wasn’t brought up the way i see these Indians are…. I cant stand them! I want …
I’m born to an Indian family…I’ve never been to india, and i dont plan on going there either. I wasn’t brought up the way i see these Indians are…. I cant stand them! I want them out of this country that i call home!!
Identity Attack0.5689151
Insult0.36537176
Profanity0.15635987
Threat0.08396416
Severe Toxicity0.11756202
Moderate 0.50503236 Moderate Con 0.455 Identity Attack Personal_Narrative
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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...
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means. However, the poor, “you know …
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means. However, the poor, “you know what” thrash won’t acknowledge same low IQ Africans don’t have forged certificates, don’t get their degrees from diploma mills like these Indians and actually go to proper Universities. They’re also hardworking, respectful folks who are not in your face and haven’t tried to take over Canada. I was born in Nigeria. I don’t live in Canada not because of Indians, though I see far too many of them in Lagos (because believe it or not, they’re everywhere) but because of personal preferences. Notice how the bikey cr@ck$r was riding on a bike while those he insults are doctors, lawyers, pharmacists, professors, musicians, athletes etc. I know them because many are my friends and former university colleagues here in America. Africans, especially Nigerians are leading in academia, medicine, music, movies. Unlike Indians they also excel in sports the world over, not just pretentious degrees, most of which are cooked up. African is recognized or respected only when he’s white like Elon Musk and Peter Thiel. And yes, cr@ck$rs are mad everywhere bcos the world they thought belonged to them turns out doesn’t at all. They don’t want to work, want to sit in their mom’s basement smoking joint all day, then use their “you know what” privilege to get ahead just because of their skin color and place of birth lands that belonged to other groups which they forcibly stole and developed with unpaid labor & resources, which they also stole from Africa and Indian sub continent. Anyone of you praising bikey should show me your college degree and I’ll give you $100 real dollars. Remind me again when that smart Nigeria Prince wipes out your bank account in his/her internet scam, how stupid he is with low IQ under 70. LOSERS!
Identity Attack0.5498214
Insult0.5130944
Profanity0.22612886
Threat0.020609349
Severe Toxicity0.042180564
Moderate 0.5024724 Constructive 0.565 Identity Attack Insult Policy_Critique
Feb 9, 2026 Inside Canada's Indian Invasion...
Deport all of them, the Natives had a treaty with Whites from European and England not Indians, Jews or Muslims. God in our anthem not Allah or Vishnu. Canada in not your home and you …
Deport all of them, the Natives had a treaty with Whites from European and England not Indians, Jews or Muslims. God in our anthem not Allah or Vishnu. Canada in not your home and you are not welcome. Your ancestors did not die fighting off the Americans. One ran over my dog with transport, next day I see 1 on cam while driving tell me they crash by using social media while they drive, talking to me on social media. Ever since Timmies stopped hiring Whites, my order takes 15x longer to get.
Identity Attack0.5612457
Insult0.36798462
Profanity0.110447146
Threat0.13815513
Severe Toxicity0.04666401
Moderate 0.48141238 Constructive 0.519 Identity Attack Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
As an immigrant, I'm sick and exhausted of Indians, they take all the jobs and oppertunities, just wait until you work at a company with 95% Indians and you'll see how racist they are and …
As an immigrant, I'm sick and exhausted of Indians, they take all the jobs and oppertunities, just wait until you work at a company with 95% Indians and you'll see how racist they are and foreigners do all hard jobs while they rest. The liberal government has betrayed Canadians and old immigrants
Identity Attack0.55044734
Insult0.4339631
Profanity0.087430455
Threat0.011689849
Severe Toxicity0.023076924
Moderate 0.47900817 Constructive 0.55 Identity Attack Personal_Narrative
Feb 26, 2026 Inside Canada's Indian Invasion...
As an indian, i am seeing this in Australia as well. We are indian immigrants, and i include all from South asia. We are too racist, dont assimilate ansld are self righteous. High time such …
As an indian, i am seeing this in Australia as well. We are indian immigrants, and i include all from South asia. We are too racist, dont assimilate ansld are self righteous. High time such people are sent back. They are a disgrace to image of Bharat as well.
Identity Attack0.5135796
Insult0.4718924
Profanity0.1308005
Threat0.029069828
Severe Toxicity0.023880709
Moderate 0.47886392 Constructive 0.542 Identity Attack Identity_Assertion
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
i live in canada n i cant stand it good luck getting a job anywhere its unreal they actuallyare turning are stores into theres in walmart there was only 1 isl of indian food now …
i live in canada n i cant stand it good luck getting a job anywhere its unreal they actuallyare turning are stores into theres in walmart there was only 1 isl of indian food now the majority of the store is indian food i cant take it this country is goin to sh!!t we should all move to india and see how they like it ....
Identity Attack0.4508763
Insult0.36798462
Profanity0.41436642
Threat0.018882722
Severe Toxicity0.024866661
Moderate 0.47886392 Moderate Con 0.458 Personal_Narrative
Jan 28, 2026 4 likes Inside Canada's Indian Invasion...
I'll be down there soon to burn it all to the ground around. I'm in the north currently. Every Indian I see gets asked for papers and if they don't have them they get fed …
I'll be down there soon to burn it all to the ground around. I'm in the north currently. Every Indian I see gets asked for papers and if they don't have them they get fed my boots
Identity Attack0.46028158
Insult0.24928534
Profanity0.27342406
Threat0.5356442
Severe Toxicity0.23224458
Moderate 0.47772613 Constructive 0.514 Threat Fear_Threat
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
White people always cry about things that has no relation with the indian people They don't work and are homeless meanwhile we indians are flourishing in every part of canada , you can rarely see …
White people always cry about things that has no relation with the indian people They don't work and are homeless meanwhile we indians are flourishing in every part of canada , you can rarely see any homeless indian person but almost all homless people in a brown town like brampton are whites That old ugly guy was saying that they(browms) don't work and these(white) people also say that indians have taken over the jobs 😂 Dude we are not going anywhere , i live in Brampton ❤
Identity Attack0.53446084
Insult0.4339631
Profanity0.15724123
Threat0.010032792
Severe Toxicity0.023076924
Moderate 0.47772613 Constructive 0.569 Identity Attack Identity_Assertion
Sep 20, 2025 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.