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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: "why would you do this …" 1,058 comments · Page 7 of 43
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 …
Even if you would pay me to play those dumb cheap $+√p!d game I would refuse and before Ill make 8-9k$/month with this $h!+ lol goodluck ;) ;p
Even if you would pay me to play those dumb cheap $+√p!d game I would refuse and before Ill make 8-9k$/month with this $h!+ lol goodluck ;) ;p
Identity Attack0.017465452
Insult0.4125297
Profanity0.33376193
Threat0.013269233
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.255 Advertisement_Spam
Jan 27, 2026 Inside Canada's Indian Invasion...
Without the Indians, Brampton would probably be like London, Ontario a drug ridden and zombie city Proof is in your other video. https://www.youtube.com/watch?v=Bh7no3OVjWY Be thankful.
Without the Indians, Brampton would probably be like London, Ontario a drug ridden and zombie city Proof is in your other video. https://www.youtube.com/watch?v=Bh7no3OVjWY Be thankful.
Identity Attack0.50515765
Insult0.4339631
Profanity0.09775851
Threat0.013702838
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.246 Identity Attack Solidarity
Dec 2, 2025 Inside Canada's Indian Metropolis (Brampton)
We the people: If we wanted to be surrounded by East Indians, we would have moved to India. If we wanted all the inequality of Islam, we would have moved to an Islamic nation. If …
We the people: If we wanted to be surrounded by East Indians, we would have moved to India. If we wanted all the inequality of Islam, we would have moved to an Islamic nation. If we wanted the: inequality; the masoginy; the oppression; the slavery; the gra-e; the pedophilia, the fraud; the piracy; the barbarity, the arrogance; and the disrespect; We would have moved to another nation. We didn't move because we don't want any of that, and never did, and STILL don't. Get out!!!
Identity Attack0.5039629
Insult0.40243408
Profanity0.18049006
Threat0.051391184
Severe Toxicity0.037697118
Moderate 0.47119883 Low Con 0.284 Identity Attack
Jan 21, 2026 Why Canadians Are Turning Against …
I would take the worst sikh over the best muslim.
I would take the worst sikh over the best muslim.
Identity Attack0.55044734
Insult0.34135336
Profanity0.20262444
Threat0.06658544
Severe Toxicity0.028730227
Moderate 0.47119883 Moderate Con 0.339 Identity Attack Identity_Assertion
Jan 27, 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 …
So sad to see that lady crying at 6:40. Two reasons: Liberal voting and feminsm. 1) You kept voting against your own interests and started to look at culture and history through woke lenses. Raising …
So sad to see that lady crying at 6:40. Two reasons: Liberal voting and feminsm. 1) You kept voting against your own interests and started to look at culture and history through woke lenses. Raising taxes and then paying immigrants to live here. Seriously? 2) You taught your daughters to distrust men and look at babies as a burden that would hold them back. Most of your daughters consider babies to be parasites. They celebrate ending them. In Canada, even CATHOLICS support abortion!
Identity Attack0.44690517
Insult0.48313886
Profanity0.09001675
Threat0.013269233
Severe Toxicity0.021419114
Moderate 0.46982017 Constructive 0.523 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
WHAT A STRANGE LADY TO SAY IT'S A TOUGH PILL TO SWALLOW TO BE A MINORITY HOW WOULD THE MINORITIES FEEL IT'S REALLY WEIRD SUCH A WEIRD PERSON AND MAYBE SHE FORGETS THAT HER BRITISH …
WHAT A STRANGE LADY TO SAY IT'S A TOUGH PILL TO SWALLOW TO BE A MINORITY HOW WOULD THE MINORITIES FEEL IT'S REALLY WEIRD SUCH A WEIRD PERSON AND MAYBE SHE FORGETS THAT HER BRITISH PEOPLE COLONIZE THOSE COUNTRIES AND TORE THEM APART AND STOLE 50 TRILLION AND GOLD SO THAT'S WHY THEY'RE ALL OVER THE WORLD
Identity Attack0.2823795
Insult0.40243408
Profanity0.17334256
Threat0.016120117
Severe Toxicity0.024350211
Moderate 0.4645176 Moderate Con 0.399 Moral_Argument
Oct 1, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canada is a joke now. Why would you want Muslim in your country cause theirs is so great. I can’t wait till it collapses left 4 years ago and I’ll never be back
Canada is a joke now. Why would you want Muslim in your country cause theirs is so great. I can’t wait till it collapses left 4 years ago and I’ll never be back
Identity Attack0.55044734
Insult0.3388922
Profanity0.11601777
Threat0.045895394
Severe Toxicity0.023270357
Moderate 0.4645176 Moderate Con 0.321 Identity Attack
Aug 27, 2025 Why Canadians Are Turning Against …
Why is racism normal when it comes to Indian people Indian people are not dirty people just because a very small amount o them eat a small amount of poo because of religious regions and …
Why is racism normal when it comes to Indian people Indian people are not dirty people just because a very small amount o them eat a small amount of poo because of religious regions and Canada won't become Indian just because there are Indiana people in Canada I bet native people dint want Canada to become like england oh that's racist but its not when it's said about Indian people right And they moved away from Indian because Indian at lest in the video I see you don't live you survive so why would they not move to a better country so they can live and there kids can live
Identity Attack0.48915586
Insult0.42743355
Profanity0.2317999
Threat0.025443908
Severe Toxicity0.044870634
Moderate 0.45757914 Constructive 0.597 Moral_Argument
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Sure would be great if Canadians can stop voting the corrupt treasonous liberals back into power over n over again. They’re globalists following orders from the WEF.
Sure would be great if Canadians can stop voting the corrupt treasonous liberals back into power over n over again. They’re globalists following orders from the WEF.
Identity Attack0.28034934
Insult0.5130944
Profanity0.04291453
Threat0.008738215
Severe Toxicity0.014188796
Moderate 0.4575469 Low Con 0.194 Insult Call_To_Action
Sep 7, 2025 1 likes 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 …
Tyler, you did right. You would’ve been nuts to stay in that ‘safehouse’. And make no mistake about it—our government knows EXACTLY what the fuck is going on. As a Canadian, I’d like to thank …
Tyler, you did right. You would’ve been nuts to stay in that ‘safehouse’. And make no mistake about it—our government knows EXACTLY what the fuck is going on. As a Canadian, I’d like to thank you for posting this!
Identity Attack0.034042787
Insult0.36798462
Profanity0.5013569
Threat0.008686432
Severe Toxicity0.023076924
Moderate 0.45751464 Constructive 0.572 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
As a indian I would just like to say that there are many reasons they are immigrating 1. They want to show off in front of their Indian relatives 2. They have a VERY BIG …
As a indian I would just like to say that there are many reasons they are immigrating 1. They want to show off in front of their Indian relatives 2. They have a VERY BIG inferiority complex thinking that Canada is some sort of heaven 3. To make some money and improve their quality of life(because if u don't study well here the quality of ur life decreases) As an Indian I just pity the people who must've lived there wherever indians go they treat it like sh*t I live in delhi it is not THAT bad as u might think for a matter of fact india is improving every day but still people like these are such douchebags And not being racist 99% of them are either Punjabis or gujaratis
Identity Attack0.44690517
Insult0.42167732
Profanity0.42102736
Threat0.015429466
Severe Toxicity0.049354076
Moderate 0.4574824 Constructive 0.617 Personal_Narrative
Feb 1, 2026 Inside Canada's Indian Metropolis (Brampton)
Im not Canadian but I visited Canada twice specifically Montreal I saw how ugly and dirty indian neighborhoods are …the apartment I was staying at in 2019 there was only one Indian couple neighbors who …
Im not Canadian but I visited Canada twice specifically Montreal I saw how ugly and dirty indian neighborhoods are …the apartment I was staying at in 2019 there was only one Indian couple neighbors who both were very dirty but overall it was a decent place but past forward to 2025 the building got a lot more dirty because of other new Indian Neighbors u can’t even use the lifter because of the smell one of them brought his family from India and I think the dad peeid in the lifter and they brought bugs with them imagine how bad the situation was 🤮… also one them was literally walking barefoot with a weird disgusting towel he scared the shit out of me for a moment I felt so unsafe as a girl thank god I wasn’t alone otherwise I know he would’ve done something bad to me … I would never go back to that place ever again.. I spoke to Canadians who lived there they all had plans to move out to other areas they couldn’t stand them anymore like I went to asian and arabs / North Africans and sub Saharan Africans Jewish Mexican neighborhoods yeah they weren’t 100% clean but it’s clean nice smell and people aren’t loud like u see decent looking civilized people even tho some are very poor so it’s not about poverty
Identity Attack0.4911651
Insult0.47384647
Profanity0.18049006
Threat0.012906751
Severe Toxicity0.024350211
Moderate 0.4574824 Constructive 0.737 Fear_Threat
Mar 2, 2026 2 likes Inside Canada's Indian Invasion...
"sub sahara intelligence level below 70", people with that level of intelligence cannot take care of themselves much less reason or use a computer... am i dead? lol, okay seriously, anyone with an IQ above …
"sub sahara intelligence level below 70", people with that level of intelligence cannot take care of themselves much less reason or use a computer... am i dead? lol, okay seriously, anyone with an IQ above 110 - i am saying this knowing the IQ system is flawed but is the most common metric everyone can understand - who seriously believes a region of people exists with below 70 IQ as an average is clearly dumb. Believing online graphs without investigating the sources to prove your biast is dumb, the guy on the bike is dumb. I's not racism or anti racism, it's just reality, people with that level of IQ grouped together would not be able to take care of themselves, they would die out, it would not be possible, i would not even exist as a software developer before AI became mainstream.
Identity Attack0.23239216
Insult0.5129801
Profanity0.18909787
Threat0.014048163
Severe Toxicity0.023076924
Moderate 0.45703048 Constructive 0.519 Insult Unverified_Claim
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
canada just taking good for nothing indians who would have scammed in india too. they are letting in gangsters and terr*rists, even though the indian gov warns them they still do it. smart indians go …
canada just taking good for nothing indians who would have scammed in india too. they are letting in gangsters and terr*rists, even though the indian gov warns them they still do it. smart indians go to the US not canada, you bring in the blue collar of india what do you expect
Identity Attack0.5135796
Insult0.40975618
Profanity0.07676199
Threat0.025789235
Severe Toxicity0.023076924
Moderate 0.45703048 Low Con 0.22 Identity Attack Unverified_Claim
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
I noticed a lot of these people move to the US and Canada and other countries to get away from their own people and then here they come. A lot of them don't like it …
I noticed a lot of these people move to the US and Canada and other countries to get away from their own people and then here they come. A lot of them don't like it or they would have stayed in their own country They are making the US and other countries and to their country They're bringing their same s***** ways to other people's country and cultures and I cannot believe the US and other countries are okay with this It's not just the Indians It's a Arabs the Mexicans the Asians Everybody leaves their country to come to better countries and still do the same s*** It's just crazy to me They should have stayed at home These people are nasty inside and out. 🤔🤨😔😷🤢🤮😡 And we know that white dude is just straight racist. Poor white trash. 👹
Identity Attack0.48915586
Insult0.40420914
Profanity0.40670946
Threat0.01750142
Severe Toxicity0.072789766
Moderate 0.45549932 Moderate Con 0.472 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
lol look how south Korea is shrinking and in coming 100 or 200 years it would be vanished....if white ppl are not breeding anymore what problem to share land with other ones?? They do wanna …
lol look how south Korea is shrinking and in coming 100 or 200 years it would be vanished....if white ppl are not breeding anymore what problem to share land with other ones?? They do wanna extend their Dynasty for now.....and if you are not happy with them then breed mfs.....saying as a white btw
Identity Attack0.5039629
Insult0.34203702
Profanity0.29209393
Threat0.06270605
Severe Toxicity0.030523606
Moderate 0.45396814 Moderate Con 0.389 Identity Attack Humor_Satire
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
White dude, mid 30s, still stuck in Brampton.. I can't even watch this video to the end because my hearts racing, I'm pissed anytime I think of how my community was raped by packies. (while …
White dude, mid 30s, still stuck in Brampton.. I can't even watch this video to the end because my hearts racing, I'm pissed anytime I think of how my community was raped by packies. (while they laugh at us good Canadians) - The funny partt is, if we forced them out like UK is planning to do, they would crumble in a second, I grew up with indians who were born here, their families came the right way and assimilated and even THEY hate the over-immigration and pure indians coming influx.
Identity Attack0.4931391
Insult0.37960073
Profanity0.2813443
Threat0.13329996
Severe Toxicity0.048457388
Moderate 0.45090583 Constructive 0.601 Personal_Narrative
Feb 21, 2026 Inside Canada's Indian Invasion...
I would not eat the food if Indians were cooking and serving it
I would not eat the food if Indians were cooking and serving it
Identity Attack0.5135796
Insult0.24561718
Profanity0.16217725
Threat0.0138755
Severe Toxicity0.02402156
Moderate 0.45090583 Moderate Con 0.321 Identity Attack Identity_Assertion
Feb 14, 2026 Inside Canada's Indian Invasion...
why would you go to canada just to smuggle to a worst country lmao
why would you go to canada just to smuggle to a worst country lmao
Identity Attack0.38230872
Insult0.37733194
Profanity0.20375896
Threat0.012337137
Severe Toxicity0.023076924
Moderate 0.44933176 Low Con 0.187 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
A good video topic for you would be to look into the Canadian trucking industry, the recent big accidents, and the fraudulent licence procurement facilities that have been closed down in the last 10 years. …
A good video topic for you would be to look into the Canadian trucking industry, the recent big accidents, and the fraudulent licence procurement facilities that have been closed down in the last 10 years. It isn't racist to point out shitty things that are happening within our country.
Identity Attack0.10221587
Insult0.37506318
Profanity0.46460027
Threat0.008841781
Severe Toxicity0.022839356
Moderate 0.4475325 Constructive 0.6
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Believe me when I say you would rather have hindus and sikhs coming into your country than muslims.
Believe me when I say you would rather have hindus and sikhs coming into your country than muslims.
Identity Attack0.55044734
Insult0.24928534
Profanity0.11477985
Threat0.02250864
Severe Toxicity0.023176458
Moderate 0.4475325 Moderate Con 0.352 Identity Attack Identity_Assertion
Feb 7, 2026 2 likes Inside Canada's Indian Invasion...
it's easier for European immigrants to assimilate because their culture is similiar! if you want to see white folks not assimilating just go to Asia and you'll see white folks who have lived there for …
it's easier for European immigrants to assimilate because their culture is similiar! if you want to see white folks not assimilating just go to Asia and you'll see white folks who have lived there for 10-15 years and not even speak the local language! They change certain neighborhoods to "expat" neighborhoods with their bars and clubs and all that western garbage! This is not that different! If Indians immigrated to a south Asian country they would have no problem assimilating! These European immigrants of the olden days talk about their assimilation in to Canada as if they were assimilating into an entirely new culture. Please self reflect!
Identity Attack0.5135796
Insult0.40243408
Profanity0.2882351
Threat0.014048163
Severe Toxicity0.02425631
Moderate 0.44573322 Constructive 0.569 Identity Attack
Sep 19, 2025 5 likes 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.