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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

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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: "I was one of the …" 1,743 comments · Page 13 of 70
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)
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...
It's so sad that the franchises employ immigrants, and then you hear on the news that the Canadian youths can't find a job. It takes one brain cell to understand this. Horrible.
It's so sad that the franchises employ immigrants, and then you hear on the news that the Canadian youths can't find a job. It takes one brain cell to understand this. Horrible.
Identity Attack0.41052565
Insult0.48484445
Profanity0.07320584
Threat0.010110466
Severe Toxicity0.021031776
Moderate 0.47173777 Moderate Con 0.398
Sep 9, 2025 5 likes Why Canadians Are Turning Against …
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)
_The only one to blame for this MAYHEM is Trudeau. Montreal has become a Slum dogs_
_The only one to blame for this MAYHEM is Trudeau. Montreal has become a Slum dogs_
Identity Attack0.26155844
Insult0.5208188
Profanity0.12903778
Threat0.0076119336
Severe Toxicity0.018320406
Moderate 0.47173777 Low Con 0.175 Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Indians what the heck have you done? It's just the genuine ones that suffer. I'm an Indian too, fought to the skin of the tooth to secure Masters admission, paid over 50k CAD in fees. …
Indians what the heck have you done? It's just the genuine ones that suffer. I'm an Indian too, fought to the skin of the tooth to secure Masters admission, paid over 50k CAD in fees. Was genuine in my effort & was able to secure a good job and I still have this ick at the back of the mind that I might be seen with disgust because of how tarnished our reputation is of lately, despite trying my best to contribute my fair share to the society, to this beautiful country. Hope you Canadians understand the plight of honest ones amongst the sea of frauds, I hope you do!
Identity Attack0.40883094
Insult0.42743355
Profanity0.39409557
Threat0.016638106
Severe Toxicity0.03321367
Moderate 0.47119883 Constructive 0.809 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
All we have to do is stop giving these refugees money and Free housing and they'll leave on their own it's a simple solution where is Canadians are the ones that worked for this country …
All we have to do is stop giving these refugees money and Free housing and they'll leave on their own it's a simple solution where is Canadians are the ones that worked for this country and get nothing are pension checks is pathetic but yet they come in here and make three times the money and contribute nothing to our country other than chaos
Identity Attack0.38246045
Insult0.4986907
Profanity0.08128801
Threat0.009256045
Severe Toxicity0.017222947
Moderate 0.47119883 Moderate Con 0.44 Economic_Argument
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
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 …
The Indian people saying there's to many Indian and Punjabi people there is crazy ....one Indian guy said I wanted to come to Canada not new india 😂😂😂
The Indian people saying there's to many Indian and Punjabi people there is crazy ....one Indian guy said I wanted to come to Canada not new india 😂😂😂
Identity Attack0.5135796
Insult0.40975618
Profanity0.12991914
Threat0.010602405
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.472 Identity Attack Humor_Satire
Jan 27, 2026 2,126 likes Inside Canada's Indian Invasion...
the hindus don't denigrate anybody. ...except those untouchables over there. they're subhuman filth. i think most canadians aren't pissed off about the immigration, exactly, and are more annoyed by the shift in resources. it's a …
the hindus don't denigrate anybody. ...except those untouchables over there. they're subhuman filth. i think most canadians aren't pissed off about the immigration, exactly, and are more annoyed by the shift in resources. it's a pretty big country with a lot of empty space. they set up in a small town and didn't bother anyone. that's roughly in line with canadian values. however, during that time, we've seen a lot of cuts to systems that were intended to help people born in canada and a shift in resources to help people born elsewhere coming into the country. white canadians are correct in noticing that the government has picked a side, and is shifting it's resources to helping this one group at the expense of the other, and it's had visible results that you're helpfully documenting. it's relatively clear that, whatever the merit of that initial shift in resources, it's had some unexpected effects, and that policy needs to be reevaluated. it's relatively clear who needs government resources in brampton in 2025, and the answer is not the same as it was in 1995.
Identity Attack0.41222036
Insult0.5130944
Profanity0.2847897
Threat0.011974656
Severe Toxicity0.02444411
Moderate 0.47119883 Constructive 0.647 Insult Policy_Critique
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
Yeah they choose to send back the ones who is honest never used the systems on government funds . Worked and own there own business for a better lives . And yet the send them …
Yeah they choose to send back the ones who is honest never used the systems on government funds . Worked and own there own business for a better lives . And yet the send them back . But keep the criminals. Is this fair ?? Lawyers only eat your damn money . This is who the stand back good people no criminal records . Lady come on you just heard yourself ? But the many people with no permanent did crimes and get to stay . Unfair .
Identity Attack0.026207991
Insult0.4196762
Profanity0.45190978
Threat0.011819307
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.398 Moral_Argument
Dec 24, 2025 Deportations From Canada at Their …
We aren't turning against immigrants...we are turning against a group of poorly behaved entitled ppl. Its bc every time we speak up. They call us racist and Islamophobic. I for one am done. Those words …
We aren't turning against immigrants...we are turning against a group of poorly behaved entitled ppl. Its bc every time we speak up. They call us racist and Islamophobic. I for one am done. Those words have been used so much that they no longer hold the power They used to. Let them call us what they want. It is time for us to take our country back and make it clear that this crappy behavior will NEVER BE OK. 🤬
Identity Attack0.39334553
Insult0.48627716
Profanity0.22105443
Threat0.013476364
Severe Toxicity0.023076924
Moderate 0.47119883 Constructive 0.517 Identity_Assertion
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
4:14 we don't have the poo eating ones😂
4:14 we don't have the poo eating ones😂
Identity Attack0.040745795
Insult0.21368977
Profanity0.35346076
Threat0.023544617
Severe Toxicity0.023505108
Moderate 0.47119883 Moderate Con 0.32 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
Everything here is exaggerated, you just looking for views, I’m not Indian, Brampton is one of the best cities in Canada and none of these things you mentioned exists in Brampton. Stop the trash talks …
Everything here is exaggerated, you just looking for views, I’m not Indian, Brampton is one of the best cities in Canada and none of these things you mentioned exists in Brampton. Stop the trash talks already
Identity Attack0.16373143
Insult0.5130944
Profanity0.14754629
Threat0.0072235605
Severe Toxicity0.0127685545
Moderate 0.47119883 Moderate Con 0.466 Insult
Sep 26, 2025 Inside Canada's Indian Metropolis (Brampton)
Punj** these left cast!iest religion and found new, but its effects and ideology is still carried, when such beliefs enter your mind and body, extreme selfishness, corruption, no care for others, extreme pride, these things …
Punj** these left cast!iest religion and found new, but its effects and ideology is still carried, when such beliefs enter your mind and body, extreme selfishness, corruption, no care for others, extreme pride, these things happen dru* 💊 extortion, how come so many let inside without doing proper police checks, what is happening in this country, as one MP said Rwanda is much safer than 🇨🇦 Punj* and casti est faith will bring no good to any community or Nation Why follow rules when you have no beliefs, so enjoy this life do what ever to make you happy, why care about others, beliefs reincarnation, anyway i am gonna be ant insect or animal when i die, what would such beliefs bring ? This is what extreme selfishness corruption....
Identity Attack0.46028158
Insult0.47273466
Profanity0.39409557
Threat0.34804323
Severe Toxicity0.35368225
Moderate 0.47119883 Moderate Con 0.444 Unverified_Claim
Feb 11, 2026 Inside Canada's Indian Invasion...
Zionist belive in Goyem ideology, Brahmins and hindu hindian sects come from Jewish blood 🩸line, one belives they are superior rest of the humans are animals, when they moved to india theh adopted pagan ideology …
Zionist belive in Goyem ideology, Brahmins and hindu hindian sects come from Jewish blood 🩸line, one belives they are superior rest of the humans are animals, when they moved to india theh adopted pagan ideology witn extreme castiesm Thats why theh both control the most of the place, Because castiesm is one of tge dangerous ideology world didn't experience except hindu 🕉️ hindians As they are every parts of the world now people realise and see its effects and though not surprising for good few 🇮🇳s, it has destroyed community, spread hatred, thats the ideology these RSS wants , casteism brings extreme selfishness, corruption and its affects are seen all around the world , in canada🇨🇦 Do anything for money why care about others, no rules, upper caste are chosen by God, most hindu hindian follow these and even if they are not from upper caste. Extreme pride, attitude, show off, tired of it sick🤢🤢🤢🤢🤢 sickening
Identity Attack0.54151535
Insult0.45758462
Profanity0.32658687
Threat0.16067244
Severe Toxicity0.35368225
Moderate 0.47119883 Constructive 0.51 Identity Attack Unverified_Claim
Oct 1, 2025 IRCC Names India in Study …
No one take nobody's job unless somebody don't want to work what thay have to work with we come from the country that looted by English people French people Portuguese people we got robbed our …
No one take nobody's job unless somebody don't want to work what thay have to work with we come from the country that looted by English people French people Portuguese people we got robbed our ancester got raped destroy our complete culture customs and he was across to live with and some of them they speak they look like Indian but this all day so long time ago and kneel to the king sorry queen
Identity Attack0.458714
Insult0.34782293
Profanity0.2847897
Threat0.13815513
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.583
Aug 26, 2025 Why Canadians Are Turning Against …
wtf free food? free food bank? they are doing better than the government. we need more of these temples. I need one of these in my town, i m starving.
wtf free food? free food bank? they are doing better than the government. we need more of these temples. I need one of these in my town, i m starving.
Identity Attack0.07425626
Insult0.24928534
Profanity0.4756165
Threat0.05914995
Severe Toxicity0.023599008
Moderate 0.47119883 Constructive 0.586
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
Kick them out every single one of them
Kick them out every single one of them
Identity Attack0.089145996
Insult0.10440776
Profanity0.17566866
Threat0.54744303
Severe Toxicity0.031420294
Moderate 0.47119883 Low Con 0.236 Threat Call_To_Action
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
India? No! Punjab, Yes! By the way the Punjabis are one of the most racist community in South Asia...just ask the Pashtuns, South Indians, and other Indians from different states.
India? No! Punjab, Yes! By the way the Punjabis are one of the most racist community in South Asia...just ask the Pashtuns, South Indians, and other Indians from different states.
Identity Attack0.55044734
Insult0.39743927
Profanity0.13168186
Threat0.018710058
Severe Toxicity0.0394905
Moderate 0.46982017 Constructive 0.527 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
We are changed with all the new immigrants at 60 I was called a white woman rudely by a white immigrant. I lived upstairs and she rented basement suite At 2 am in the morning …
We are changed with all the new immigrants at 60 I was called a white woman rudely by a white immigrant. I lived upstairs and she rented basement suite At 2 am in the morning she would get on the phone talk loud for two hours below my bedroom and then tell me I was the one noisy and white woman. If you live here follow our laws our culture of kindness and peaceful living or get the f out!
Identity Attack0.5051593
Insult0.40189892
Profanity0.39026237
Threat0.020091362
Severe Toxicity0.02604016
Moderate 0.46982017 Constructive 0.672 Identity Attack Personal_Narrative
Sep 13, 2025 2 likes Why Canadians Are Turning Against …
our parents escaped these, 2day our turn to imitate them and go to find our promised land or call that one our and then, oppose to these manerless parasits or let our brothers and sisters …
our parents escaped these, 2day our turn to imitate them and go to find our promised land or call that one our and then, oppose to these manerless parasits or let our brothers and sisters enjoy their eldorado, poor of them indian lands colons descendants blocking us, today we dont feel 2b home, Karmik 😂
Identity Attack0.48915586
Insult0.48627716
Profanity0.2761231
Threat0.11002964
Severe Toxicity0.12546301
Moderate 0.46982017 Moderate Con 0.304 Personal_Narrative
Sep 14, 2025 1 likes Why Canadians Are Turning Against …
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 …

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.