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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 know who is having …" 1,129 comments · Page 10 of 46
2:30 dude what are you trying to even show there? That all the Punjab is dirty and trash been thrown everywhere just like your downtown New York? I don't know why this hate is so …
2:30 dude what are you trying to even show there? That all the Punjab is dirty and trash been thrown everywhere just like your downtown New York? I don't know why this hate is so forced against Indian? I feel all countries have their problems and dirty places so just to show that part would be so illogical and hatred to them. Edit:- You are telling me to believe a guy who's promoting gambling and selling his audience trust for some bucks is insane dude.
Identity Attack0.36702603
Insult0.4747285
Profanity0.22429734
Threat0.012026439
Severe Toxicity0.023076924
Moderate 0.47473195 Constructive 0.592 Moral_Argument
Feb 7, 2026 Inside Canada's Indian Invasion...
I didn't know they got so much.. lol. Fk Canada wake up
I didn't know they got so much.. lol. Fk Canada wake up
Identity Attack0.35299334
Insult0.37052566
Profanity0.45190978
Threat0.012596053
Severe Toxicity0.02430326
Moderate 0.47323486 Moderate Con 0.372
Apr 29, 2018 3 likes How much do refugees and …
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)
But saar white great race saar, we superior saar😂. But somehow we turned into homeless people in our own country saar😂 and the inferior race of Indians are now our bosses 😂. I guess this …
But saar white great race saar, we superior saar😂. But somehow we turned into homeless people in our own country saar😂 and the inferior race of Indians are now our bosses 😂. I guess this is the reason for racism, when u can't compete u hate. but I think u should be very grateful that the things which is changing is just language, food habits and clothes which are personal. U should look more eimto UK where u will be told what to wear, that u are a infidel. Won't even have a courage to protest or criticize their community.its only when the people see it that they know how much worse could it have been
Identity Attack0.5135796
Insult0.40243408
Profanity0.29209393
Threat0.094697006
Severe Toxicity0.16960317
Moderate 0.47323486 Constructive 0.576 Identity Attack Humor_Satire
Nov 14, 2025 Inside Canada's Indian Metropolis (Brampton)
Top five cities in India has all the facilities any major metro can offer … I don’t know why wud anyone go abroad… to do dumb jobs when u can do so much here
Top five cities in India has all the facilities any major metro can offer … I don’t know why wud anyone go abroad… to do dumb jobs when u can do so much here
Identity Attack0.10757765
Insult0.5130944
Profanity0.22429734
Threat0.006977591
Severe Toxicity0.013995127
Moderate 0.47173777 Moderate Con 0.471 Insult
Dec 14, 2025 Inside Canada's Indian Metropolis (Brampton)
It's ABOUT TIME someone starts talking about Indians invading and destroying beautiful places. I'm in the US, in a very affluent area of New Jersey, and we've had to move 3 times because Indians find …
It's ABOUT TIME someone starts talking about Indians invading and destroying beautiful places. I'm in the US, in a very affluent area of New Jersey, and we've had to move 3 times because Indians find the beautiful communities, overwhelm them - with too many people in one house, too many loud/unruly children, leaving piles of shoes on doorsteps, using beautiful yards and terraces as junk storage/laundry drying areas, making everything smell and look terrible because they have no class and their food smells permeate other people's homes as well at the outdoor air... They turn luxury developments into Indian slums and nobody's talking about it because they're afraid to sound racist. I have almost every race in my own family. So I KNOW I'm not racist. I just find it intolerable that there aren't more laws in place to protect lovely American communities from being overrun by non-assimilating Indians or any other immigrant population.
Identity Attack0.55044734
Insult0.4378843
Profanity0.19770569
Threat0.11616269
Severe Toxicity0.13599765
Moderate 0.47173777 Constructive 0.745 Identity Attack Fear_Threat
Feb 6, 2026 Inside Canada's Indian Invasion...
How many of them are illegal??? In the US there are up to 500k illegal Indian immigrants, all of whom are criminals because they either entered the country illegally or purposely and knowingly overstayed their …
How many of them are illegal??? In the US there are up to 500k illegal Indian immigrants, all of whom are criminals because they either entered the country illegally or purposely and knowingly overstayed their visa, or they were working illegally under a student visa! They must be arrested, prosecuted, and then deported at their own expense. The only solution; deport, deport, deport!
Identity Attack0.5135796
Insult0.40189892
Profanity0.0715894
Threat0.13815513
Severe Toxicity0.024725812
Moderate 0.47173777 Moderate Con 0.425 Identity Attack Unverified_Claim
Feb 1, 2026 Inside Canada's Indian Metropolis (Brampton)
Lowlife people from a lowlife country. Send them home and let them know they aren’t welcome.
Lowlife people from a lowlife country. Send them home and let them know they aren’t welcome.
Identity Attack0.50917345
Insult0.41530323
Profanity0.08419759
Threat0.056240413
Severe Toxicity0.024772761
Moderate 0.47173777 Low Con 0.119 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
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)
Ummmm anyone who lives in the GTA knows damn well that these people infest far beyond just Brampton. Travel in the Toronto subway any day in the evening and it's easily 85-90% Indian. Mississauga? A …
Ummmm anyone who lives in the GTA knows damn well that these people infest far beyond just Brampton. Travel in the Toronto subway any day in the evening and it's easily 85-90% Indian. Mississauga? A hot Indian mess. Milton? Same thing. Pickering is getting there quick. Even Oakville is being rapidly invaded by them. It's a literal plague.
Identity Attack0.46028158
Insult0.46173862
Profanity0.35597226
Threat0.016120117
Severe Toxicity0.02491361
Moderate 0.47119883 Constructive 0.547
Sep 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
You guys are horrible you know the Liberals have destroyed our countries & CTV & CBC carry the liberals tanker full of BS for the Liberal party & we are feeling the pain. If you …
You guys are horrible you know the Liberals have destroyed our countries & CTV & CBC carry the liberals tanker full of BS for the Liberal party & we are feeling the pain. If you didn't scare & cas light the Canadian people we would have a deal with Trump & the US.
Identity Attack0.16801116
Insult0.4986907
Profanity0.1654338
Threat0.020436687
Severe Toxicity0.02077355
Moderate 0.47119883 Moderate Con 0.308
Dec 28, 2025 1 likes Deportations From Canada at Their …
It all boils down to how the Indians are raised in their own country. They are raised with the individual mentality. Do for yourself, and to hell with the others. Leave it for someone else …
It all boils down to how the Indians are raised in their own country. They are raised with the individual mentality. Do for yourself, and to hell with the others. Leave it for someone else to take care of. This is why their country is one of the dirtiest in all the world. They use the streets as a garbage can or toilet, then just leave it for someone else to clean it up. But, when everyone is raised with this attitude, there's no one left to clean it up. In India, they have the "untouchables". Yes, the caste system is still operating in India, although it's not recognized by the government. It's the untouchables that are supposed to clean up all the trash and feces off the streets, but they never do. They don't get paid to do it. This is why their trash clean up is so poor as far as having trucks go around and pick it up to take to a landfill. There are very few untouchables and the other people won't work for the trash pick up companies, because they feel it's beneath them. So, they trash their country and instead of cleaning it up, they move to another country to trash it. My brother used to be a truck driver for many years. Every time he saw a truck rolled over on it's side, he'd say "Must have been an Indian", because every rolled over truck he ever saw was driven by someone from India. If you look at videos of the traffic in India, you will see lot of trucks rolled over, and you'll see no one pay attention to stop lights, stop signs and everyone just cuts off everyone. This is the individual idea. I have to get somewhere, so I will cut you off to get there. It's always "Me, me, me". This attitude causes so many wrecks. Westerners have a hard time driving in India because we are all raised with everyone in mind, not just ourselves. We are a community, not an individual. We need to put a big wall around India and stop all airplanes going in and out, so they don't spread their diseased ideals of life and end up ruining another country. Do you know why India doesn't really take military training very seriously? Because no other country wants to invade and have to deal with the clean up. At this point, it's just about impossible to ever clean that country up.
Identity Attack0.50588524
Insult0.43450394
Profanity0.3813392
Threat0.046541955
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.685 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Does any one still not know that they are purposely flooding the Nation with no regard for the quality of life for Canadian citizens . They are Blatantly lying to the public about immigration stats …
Does any one still not know that they are purposely flooding the Nation with no regard for the quality of life for Canadian citizens . They are Blatantly lying to the public about immigration stats . They will continue to import the vote and place them in key electoral riding's to retain power . And know one is holding them accountable . A Pathetic compliance to the downfall of existence in this country .
Identity Attack0.10221587
Insult0.5177041
Profanity0.062454045
Threat0.008375733
Severe Toxicity0.010757446
Moderate 0.47119883 Moderate Con 0.328 Insult Unverified_Claim
Jun 20, 2025 How Canada broke its immigration …
BETA MALE DOING THIS REPORTING. Youre scared of an out of shape indian youre going to meet. You do realize that Indian is petrified of us Canadians right? They know where they stand and would …
BETA MALE DOING THIS REPORTING. Youre scared of an out of shape indian youre going to meet. You do realize that Indian is petrified of us Canadians right? They know where they stand and would never take that kind of risk. BISH BOY! What you thought he would do to you, I will literally do to him. I will be calling him and he will be longer in a few days. Cold case!
Identity Attack0.44690517
Insult0.47787863
Profanity0.29209393
Threat0.13178273
Severe Toxicity0.027833538
Moderate 0.47119883 Moderate Con 0.356 Fear_Threat
Feb 6, 2026 1 likes Inside Canada's Indian Invasion...
The fecal matter chuckers know no bounds.
The fecal matter chuckers know no bounds.
Identity Attack0.099899694
Insult0.43450394
Profanity0.36230123
Threat0.010239923
Severe Toxicity0.02411546
Moderate 0.47119883 Low Con 0.13 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
6:00 DRIVING IS BAD EVERY WHERE COME TO ORLANDO THE i4 HIGHWAY IS KNOW FOR BAD DRIVERS ITS NOT ABOUT RACE. ITS SAD YOU MAKING THIS RACE RAGE BAIT YOU ARE PART OF THE PROBLEM …
6:00 DRIVING IS BAD EVERY WHERE COME TO ORLANDO THE i4 HIGHWAY IS KNOW FOR BAD DRIVERS ITS NOT ABOUT RACE. ITS SAD YOU MAKING THIS RACE RAGE BAIT YOU ARE PART OF THE PROBLEM SMH. YOU ARE THE REASON WHY THEIRS RACE TENSION.
Identity Attack0.2764353
Insult0.36798462
Profanity0.13697
Threat0.020436687
Severe Toxicity0.023270357
Moderate 0.47119883 Moderate Con 0.304
Jan 27, 2026 Inside Canada's Indian Invasion...
Well, I'll put it this way like I said for many, many, many years, while over 20 years, I already bought this s*** between what Trudeau did, and now, what, you know, art Kearney is …
Well, I'll put it this way like I said for many, many, many years, while over 20 years, I already bought this s*** between what Trudeau did, and now, what, you know, art Kearney is doing that piece of s***. He is turning Canada into a European nation. You watch once joined the European Union and then the richer get richer, there'll be no oil class, the poor be poor and guess what, when you look at the European Union, they are all about one ruled government. One world order wake up this whole entire immigration thing is a f****** joke. From my aunt's opinion and yes, that normally filters on. So it doesn't exactly say all the swear words, my apologies, but no born and raised canadian, and this is a d*** joke, they want to turn around and keep on pushing us and pushing us well.Maybe soon enough, they're real canadian people push back car needed, begets, sent back to the us and a box everybody else who came here.There's no want to fall at our rules.Arborgulations are way of culture.Get the f*** back, where'd ever held country?You came from him because guess what time is ticking tiktok?Tiktok, revenge, you can a snap, and when we do all you immigrants, carney, evernels fit in or f*** off
Identity Attack0.1508922
Insult0.44464502
Profanity0.45190978
Threat0.020954676
Severe Toxicity0.0394905
Moderate 0.46982017 Constructive 0.645 Call_To_Action
Sep 7, 2025 1 likes Why Canadians Are Turning Against …
Most of Indians are loud. They don’t know how to behave nicely with others. There are lots of fraud in H1 B visa in US. Guess what who get majority of the H1B visas in …
Most of Indians are loud. They don’t know how to behave nicely with others. There are lots of fraud in H1 B visa in US. Guess what who get majority of the H1B visas in US. Indians. Time to become serious.
Identity Attack0.5135796
Insult0.42567953
Profanity0.096482486
Threat0.012130005
Severe Toxicity0.023411209
Moderate 0.46982017 Moderate Con 0.348 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
They sold are country and I'm pissed off look around people you know 😡
They sold are country and I'm pissed off look around people you know 😡
Identity Attack0.08666438
Insult0.3406697
Profanity0.37923992
Threat0.012492486
Severe Toxicity0.023364257
Moderate 0.46716887 Moderate Con 0.363
Oct 2, 2025 IRCC Names India in Study …
1:32 yea bro idk ow much u know ab canada these days but all the w ppl r crack heads lmfao
1:32 yea bro idk ow much u know ab canada these days but all the w ppl r crack heads lmfao
Identity Attack0.27682206
Insult0.4339631
Profanity0.2666764
Threat0.058826666
Severe Toxicity0.023692908
Moderate 0.46716887 Low Con 0.286 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
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...
That's how the natives felt when the whites invaded Canada. Do you see the hypocrisy & bigotry? The really scary part, racism and bigotry is going main stream and no one is bothered by it. …
That's how the natives felt when the whites invaded Canada. Do you see the hypocrisy & bigotry? The really scary part, racism and bigotry is going main stream and no one is bothered by it. That how things started in the 1930s and those of you aware of the history know what happened next. It started with the Jews, but totally about 550 million people dies as a result of such evil actions. So, you are starting with the Indians, then the Muslims and Africans, but you'll be the next...
Identity Attack0.5135796
Insult0.40243408
Profanity0.05393682
Threat0.025616571
Severe Toxicity0.023076924
Moderate 0.46186632 Constructive 0.518 Identity Attack Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
Whats not fair is that they came here for a better life and now our quality of life has suffered. Every person will tell you how things have changed negatively because of the Indians, Punjabi's …
Whats not fair is that they came here for a better life and now our quality of life has suffered. Every person will tell you how things have changed negatively because of the Indians, Punjabi's and Pakistanis. None of them aligns with Canadian values. I feel its very rude and nerve-racking of them to come here and then try to change our culture to look like what they just came from. They are a dirty people. They have no rules when it comes to cleanliness in their food factories. They literally use their filthy feet to help in the preparation of food that is shipped to Western countries. Its a common agreement that we dont want them here. Even natural-born Indians dont want them here. They know how disgusting their hygiene practises are. I went to an indian resteraunt with a friend of mine and i could see into the kitchen and the guy who was cooking was barefooted and as he came to deliver the food he slid into a pair of slippers. I asked him if he was cooking in bare feet and he lied saying OHHH no maam and then he lifted his foot. I looked at my friend and said this is grose and im going to McDonalds. And everyone in Mcdonalds was Indian too. FUCC that. Canada doesnt even look Canadian anymore. We honestly look Asian and its the Liberals who are doing it. Get rid of White Canadians. Bring in Dumb down indians and they will never lose another election
Identity Attack0.48990932
Insult0.48313886
Profanity0.18049006
Threat0.01254427
Severe Toxicity0.023552058
Moderate 0.45921504 Constructive 0.639
Jan 27, 2026 Inside Canada's Indian Invasion...
Liberals are allowing it! Don’t make Canadians get mad because we are know for how fiercely we fight to protect others and our own! Look at Europe and how they are sending all Muslims and …
Liberals are allowing it! Don’t make Canadians get mad because we are know for how fiercely we fight to protect others and our own! Look at Europe and how they are sending all Muslims and Islamist terrorists back to their own countries! I believe it’s 52 Muslim countries to choose from! When western Canada separates, I’m not sure how these problem will be solved! Illegals and Islamist terrorists need to be dealt with!!!
Identity Attack0.5203519
Insult0.36798462
Profanity0.02795705
Threat0.023026628
Severe Toxicity0.022322904
Moderate 0.45757914 Constructive 0.579 Identity Attack Fear_Threat
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
India are pro scammers they know it all . Sad for the good ones
India are pro scammers they know it all . Sad for the good ones
Identity Attack0.48915586
Insult0.45758462
Profanity0.22792831
Threat0.026479885
Severe Toxicity0.02439716
Moderate 0.45751464 Moderate Con 0.302 Identity_Assertion
Feb 28, 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.