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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: "…… just ruined it for …" 300 comments · Page 4 of 12
This makes me sick. I have Filipino, Indonesian and Ethiopian friends who all worked hard to get their citizenship!! And then Indians are invading at an alarming rate, ruining everything they touch.
This makes me sick. I have Filipino, Indonesian and Ethiopian friends who all worked hard to get their citizenship!! And then Indians are invading at an alarming rate, ruining everything they touch.
Identity Attack0.53446084
Insult0.42567953
Profanity0.15459715
Threat0.025098583
Severe Toxicity0.023076924
Moderate 0.4838166 Constructive 0.548 Identity Attack
Oct 5, 2025 IRCC Names India in Study …
Indians have no tolerance for their own minorities. Their religion and DNA is racist and caste based. Muslims and Christians are treated as untouchables. Even low caste Hindus are maltreated and considered unclean like minorities. …
Indians have no tolerance for their own minorities. Their religion and DNA is racist and caste based. Muslims and Christians are treated as untouchables. Even low caste Hindus are maltreated and considered unclean like minorities. Just imagine Canada becoming a caste society. Canada is ruined.
Identity Attack0.57150364
Insult0.40243408
Profanity0.07514556
Threat0.013528148
Severe Toxicity0.023364257
Moderate 0.4826145 Moderate Con 0.346 Identity Attack
Nov 30, 2025 Inside Canada's Indian Metropolis (Brampton)
If you are white, you are still an immigrant. Who cares when you got here...they all have been ruining this beautiful place since colonization. Theyve been here for a few generations so they think they …
If you are white, you are still an immigrant. Who cares when you got here...they all have been ruining this beautiful place since colonization. Theyve been here for a few generations so they think they didnt do the same thing.
Identity Attack0.55803186
Insult0.36798462
Profanity0.17613389
Threat0.014048163
Severe Toxicity0.024866661
Moderate 0.48021027 Moderate Con 0.434 Identity Attack Identity_Assertion
Aug 28, 2025 Why Canadians Are Turning Against …
They are ruining canada, Brampton is already destroyed they have taken over everything and only hire they’re own people they are horrible people who have ruined our country and our town
They are ruining canada, Brampton is already destroyed they have taken over everything and only hire they’re own people they are horrible people who have ruined our country and our town
Identity Attack0.11976352
Insult0.5072643
Profanity0.07514556
Threat0.029933142
Severe Toxicity0.01896597
Moderate 0.47886392 Moderate Con 0.37 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
All you mfs talk about How People from India ruined Canada Is just absurd. That's like saying how Hispanic people ruined California.
All you mfs talk about How People from India ruined Canada Is just absurd. That's like saying how Hispanic people ruined California.
Identity Attack0.55044734
Insult0.40243408
Profanity0.24438259
Threat0.020436687
Severe Toxicity0.023364257
Moderate 0.47886392 Moderate Con 0.314 Identity Attack Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Indians will ruin your country. There is a reason why they have an exploding population and their govt encourages emigration. They want money from abroad by all means, even by scamming elderly westerners. That is …
Indians will ruin your country. There is a reason why they have an exploding population and their govt encourages emigration. They want money from abroad by all means, even by scamming elderly westerners. That is how they maintain gdp growth
Identity Attack0.55044734
Insult0.34548226
Profanity0.18356428
Threat0.075531214
Severe Toxicity0.024866661
Moderate 0.47622904 Moderate Con 0.38 Identity Attack Fear_Threat
Oct 1, 2025 2 likes IRCC Names India in Study …
How to ruin any country? Let indians come
How to ruin any country? Let indians come
Identity Attack0.55044734
Insult0.24928534
Profanity0.15019037
Threat0.13815513
Severe Toxicity0.042180564
Moderate 0.47473195 Low Con 0.164 Identity Attack Unverified_Claim
Jan 30, 2026 1 likes Inside Canada's Indian Invasion...
This invasion has ruined the country, housing is inflated, daycares are inflated and back logged, Healthcare is backlogged, crime has gone up by 2-3x in ten years, insurance has gone up 10x in brampton. They …
This invasion has ruined the country, housing is inflated, daycares are inflated and back logged, Healthcare is backlogged, crime has gone up by 2-3x in ten years, insurance has gone up 10x in brampton. They also dont respect our culture and are extremely unintelligent
Identity Attack0.38238457
Insult0.48627716
Profanity0.07255927
Threat0.010964886
Severe Toxicity0.023076924
Moderate 0.47173777 Constructive 0.509 Fear_Threat
Jan 29, 2026 1 likes 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)
I don't like the fact that im becoming racist..look wats happening to our country!,this is not the Canada i happily grew up in..im not the proud Canadian i used to be..our country is in ruins!!,getting …
I don't like the fact that im becoming racist..look wats happening to our country!,this is not the Canada i happily grew up in..im not the proud Canadian i used to be..our country is in ruins!!,getting worse by the day..lets house and feed our own people before these immigrants, hire Canadians first!!..DEPORT DEPORT DEPORT 😢😮
Identity Attack0.5051593
Insult0.36798462
Profanity0.0569429
Threat0.02492592
Severe Toxicity0.02378681
Moderate 0.47119883 Constructive 0.541 Identity Attack
Sep 10, 2025 Why Canadians Are Turning Against …
Shitjabi Poopjeets ruined Canada forever
Shitjabi Poopjeets ruined Canada forever
Identity Attack0.2846865
Insult0.48627716
Profanity0.39026237
Threat0.04201601
Severe Toxicity0.16960317
Moderate 0.47119883 Low Con 0.229 Identity_Assertion
Jul 8, 2025 2 likes How Canada broke its immigration …
Nothing wrong with indians moving to another country, but moving to canada for a better life and ruining life in Canada is disgusting, forcing you're culture and to be like you is disgusting, if you're …
Nothing wrong with indians moving to another country, but moving to canada for a better life and ruining life in Canada is disgusting, forcing you're culture and to be like you is disgusting, if you're gonna move to canada, you have assimilate and accept canadian culture and respect it cause you can treat it the same as you're country, it's a bloody different country, stop trying to make it india if you wanna live there.
Identity Attack0.4887047
Insult0.46923602
Profanity0.18786818
Threat0.010990778
Severe Toxicity0.023076924
Moderate 0.47119883 Constructive 0.535 Identity_Assertion
Jan 27, 2026 1 likes 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...
Illegal should be deported right away My goodness ruining everything
Illegal should be deported right away My goodness ruining everything
Identity Attack0.5108175
Insult0.29383746
Profanity0.12286829
Threat0.18281023
Severe Toxicity0.024350211
Moderate 0.4575469 Low Con 0.27 Identity Attack
Sep 30, 2025 IRCC Names India in Study …
White countrys the west etc are almost gone.. Canada is beyond repair its gone. Europe has been ruined its gone. forever. Its just been put into order in Japan and S korea they lie and …
White countrys the west etc are almost gone.. Canada is beyond repair its gone. Europe has been ruined its gone. forever. Its just been put into order in Japan and S korea they lie and tell them birth rates going down which is a fuckinig lie just like global warming use these lies to take control. All these countries are what keep the world running in a "free state" and keep the world going in general. They have been replaced by 2nd and 3rd world immigrants on purpose. Why do you think Russia is at war and china is the bad country etc? Because israel doesnt have control over them fully. they are only few country's left where arent being replaced by goddamn immigrants. they use 2nd world immigrants to replace the white countrys because 3rd world counrtys they wouldnt be able to keep things running there iq is so low they are considered retarded by western standards. IThis is all being done by Israel.. there goal is to have a one world order meaning they control the world fully and have one country is the main goal. They were never promised a homeland so this is there plan. Once there are no white countrys left they have full control over every country. they have this written out to the public. the next phase will be to kill off the world population too 500,000,000 either through world war or a man made virus. And it will be kept under 500,000,000 after.. Then the one world order will be put in place. If you cant undestand this or see this yet then you are part of the problem and insanelly dumb because you are being used these people (the jews) want you dead. They look at anyone that isnt jewish as subhuman.. goyim.
Identity Attack0.45348886
Insult0.41530323
Profanity0.40185395
Threat0.017328756
Severe Toxicity0.03321367
Moderate 0.45751464 Moderate Con 0.317 Unverified_Claim
Mar 2, 2026 Inside Canada's Indian Invasion...
And we voted in the same D** liberal government that has been slowly ruining canada . I grew up voting liberal .I will never vote liberal again .we had a chance to stop this from …
And we voted in the same D** liberal government that has been slowly ruining canada . I grew up voting liberal .I will never vote liberal again .we had a chance to stop this from happening but for some reason enough people voted the liberal party back in. We need to start speaking up and say what's on our minds.next time your in a store. restaurant and you can't understand the person working there say something to them .stop being nice and polite. Next election . DO NOT vote liberal
Identity Attack0.18468912
Insult0.4339631
Profanity0.4131548
Threat0.013476364
Severe Toxicity0.023176458
Moderate 0.45751464 Constructive 0.57
Aug 29, 2025 Why Canadians Are Turning Against …
Canada is ruined now. And our new Prime Minister will make it much worse quickly. He already has claimed Canada stands behind 2 states. One created to go to the palastinians. There is no such …
Canada is ruined now. And our new Prime Minister will make it much worse quickly. He already has claimed Canada stands behind 2 states. One created to go to the palastinians. There is no such thing as a palastinian. It is not a land nor a nationality. They are killer muslims raised to hate the jews. I will retire soon, wealthy. I'm moving to the usa because I believe Canada will get worse. I believe the people from India have destroyed Canada as they have destroyed India. I would live with Mexicans ANYDAY over them! We need a Trump clone to get rid of them all. All they have done is made us racist because of how they live and how they treat us. Marc C is not going to do anything but make it way worse.
Identity Attack0.5135796
Insult0.40243408
Profanity0.092279755
Threat0.13815513
Severe Toxicity0.023076924
Moderate 0.45751464 Moderate Con 0.469 Identity Attack Fear_Threat
Sep 29, 2025 Why Canadians Are Turning Against …
Indians say how much they love their country but they be everywhere except India.. Even in the UK they are the top group of people who immigrate there. They ruin everywhere they go.
Indians say how much they love their country but they be everywhere except India.. Even in the UK they are the top group of people who immigrate there. They ruin everywhere they go.
Identity Attack0.5502601
Insult0.34203702
Profanity0.17241211
Threat0.035458352
Severe Toxicity0.023692908
Moderate 0.4574824 Moderate Con 0.422 Identity Attack Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Gujaratis and Hindutva Nationalists have ruined Canada and USA collectively
Gujaratis and Hindutva Nationalists have ruined Canada and USA collectively
Identity Attack0.5135796
Insult0.36193377
Profanity0.15107171
Threat0.06939816
Severe Toxicity0.023411209
Moderate 0.45703048 Low Con 0.194 Identity Attack Identity_Assertion
Oct 2, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canada is bring people from Punjab who are criminals and have money. They take the money and bring them in and create havoc for local Canadians and they have ruined the image of long time …
Canada is bring people from Punjab who are criminals and have money. They take the money and bring them in and create havoc for local Canadians and they have ruined the image of long time loyal Canadian Indians now with a bad alnake and have to deal with racist people all the time
Identity Attack0.48949075
Insult0.45758462
Profanity0.06495911
Threat0.012181788
Severe Toxicity0.023076924
Moderate 0.45549932 Moderate Con 0.479 Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Canada is being destroyed by this invasion from India. They are destroying our Canadian culture and replacing it with theirs. Saw videos where they are encouraged to go to food banks and get free food. …
Canada is being destroyed by this invasion from India. They are destroying our Canadian culture and replacing it with theirs. Saw videos where they are encouraged to go to food banks and get free food. They’ve done nothing but ruin Canada as they never wanted to become Canadians or accept our culture and beliefs. Every Tim Horton is run by people from India. White Canadians lost their jobs and need not reapply.
Identity Attack0.55044734
Insult0.3388922
Profanity0.051181246
Threat0.03407705
Severe Toxicity0.023076924
Moderate 0.45549932 Moderate Con 0.464 Identity Attack Identity_Assertion
Dec 26, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
North Indians be ruining it for every Indian
North Indians be ruining it for every Indian
Identity Attack0.5135796
Insult0.24928534
Profanity0.21348765
Threat0.10696311
Severe Toxicity0.023645958
Moderate 0.45549932 Moderate Con 0.37 Identity Attack
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
I am not anti migration but I am against those who come here and will not assimilate to Canadian ways but bring with them the crap they left their own Country for and are ruining …
I am not anti migration but I am against those who come here and will not assimilate to Canadian ways but bring with them the crap they left their own Country for and are ruining Canada it's time to shut the door and make new rules when Migrants want to live in Canada they have to Assimilate to Canadian customs and laws .
Identity Attack0.3857254
Insult0.4596616
Profanity0.33453682
Threat0.013372798
Severe Toxicity0.023076924
Moderate 0.45090583 Constructive 0.546
Aug 29, 2025 Why Canadians Are Turning Against …
As a white Canadian, I feel bad for the Indians who have been here for years. The new immigrants have completely ruined their reputations
As a white Canadian, I feel bad for the Indians who have been here for years. The new immigrants have completely ruined their reputations
Identity Attack0.55044734
Insult0.2817503
Profanity0.10363861
Threat0.013702838
Severe Toxicity0.023076924
Moderate 0.44933176 Constructive 0.542 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Criminal immigrant frauds ruined our systems
Criminal immigrant frauds ruined our systems
Identity Attack0.49032792
Insult0.36798462
Profanity0.19032755
Threat0.028897164
Severe Toxicity0.023317307
Moderate 0.4475325 Low Con 0.228 Unverified_Claim
Oct 9, 2025 How Canada broke its immigration …

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.