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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: "*This is how an ACTUAL …" 466 comments · Page 4 of 19
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means. However, the poor, “you know …
Video about how unwanted Indians have taken over a Canadian city ends up being predominantly about bashing Africans, talking about how their IQ is lower than 70. Whatever that means. However, the poor, “you know what” thrash won’t acknowledge same low IQ Africans don’t have forged certificates, don’t get their degrees from diploma mills like these Indians and actually go to proper Universities. They’re also hardworking, respectful folks who are not in your face and haven’t tried to take over Canada. I was born in Nigeria. I don’t live in Canada not because of Indians, though I see far too many of them in Lagos (because believe it or not, they’re everywhere) but because of personal preferences. Notice how the bikey cr@ck$r was riding on a bike while those he insults are doctors, lawyers, pharmacists, professors, musicians, athletes etc. I know them because many are my friends and former university colleagues here in America. Africans, especially Nigerians are leading in academia, medicine, music, movies. Unlike Indians they also excel in sports the world over, not just pretentious degrees, most of which are cooked up. African is recognized or respected only when he’s white like Elon Musk and Peter Thiel. And yes, cr@ck$rs are mad everywhere bcos the world they thought belonged to them turns out doesn’t at all. They don’t want to work, want to sit in their mom’s basement smoking joint all day, then use their “you know what” privilege to get ahead just because of their skin color and place of birth lands that belonged to other groups which they forcibly stole and developed with unpaid labor & resources, which they also stole from Africa and Indian sub continent. Anyone of you praising bikey should show me your college degree and I’ll give you $100 real dollars. Remind me again when that smart Nigeria Prince wipes out your bank account in his/her internet scam, how stupid he is with low IQ under 70. LOSERS!
Identity Attack0.5498214
Insult0.5130944
Profanity0.22612886
Threat0.020609349
Severe Toxicity0.042180564
Moderate 0.5024724 Constructive 0.565 Identity Attack Insult Policy_Critique
Feb 9, 2026 Inside Canada's Indian Invasion...
Dude in the bus stop is actually brain dead lmao
Dude in the bus stop is actually brain dead lmao
Identity Attack0.10221587
Insult0.47630358
Profanity0.27882218
Threat0.044602267
Severe Toxicity0.023223408
Moderate 0.4977744 Low Con 0.189 Meta_Commentary
Jan 27, 2026 48 likes Inside Canada's Indian Invasion...
it’s actually horrible i’d rather 1000 chinese people then 100 indians
it’s actually horrible i’d rather 1000 chinese people then 100 indians
Identity Attack0.55044734
Insult0.31740165
Profanity0.25367188
Threat0.108496375
Severe Toxicity0.03590374
Moderate 0.49139655 Low Con 0.218 Identity Attack Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
People are calling the bike guy honest or funny, but if you actually listen to him, he’s just exposing how racist and uneducated he is.
People are calling the bike guy honest or funny, but if you actually listen to him, he’s just exposing how racist and uneducated he is.
Identity Attack0.18158256
Insult0.54471385
Profanity0.07223598
Threat0.008453408
Severe Toxicity0.016125489
Moderate 0.4850187 Low Con 0.261 Insult Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
You can call me racist if you want.I don't really care.\\nI've lived in brampton, my whole life still do I'm 35 years old.\\nBrampton changed the boat fifteen twenty years Ago Not just brampton , but …
You can call me racist if you want.I don't really care.\\nI've lived in brampton, my whole life still do I'm 35 years old.\\nBrampton changed the boat fifteen twenty years Ago Not just brampton , but all of ontario , Pretty much all of canada And it's not all immigrants, it's mostly the Indian immigrants that I ruining this country.They come here and try to change our laws and our way of life and try to make it more like it Is in India?If you want it to be like India here, so bad, go back home.We are not a free country anymore.\\nAnd it's sad that our government will Rather change Our country to benefit immigrants, but not the people that actually from the country.\\nI love canada , but at this point i'm down to become the fifty first state
Identity Attack0.50515443
Insult0.40243408
Profanity0.27747265
Threat0.059796512
Severe Toxicity0.12546301
Moderate 0.4850187 Constructive 0.536 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
4:06 That claim is ignorant and racist. No group in India eats poop. Some Indians living abroad feel "embarrassed" and wrongly blame “lower class” people. In reality, using cow dung or urine as “holy” is …
4:06 That claim is ignorant and racist. No group in India eats poop. Some Indians living abroad feel "embarrassed" and wrongly blame “lower class” people. In reality, using cow dung or urine as “holy” is a fringe belief by upper class people only, not followed by 99.9% Indians and not part of normal daily life. Anyone who actually does such things is doing a rare, attention-seeking stunt, not practicing Indian culture. Using extreme and rare examples to judge a whole country or class shows ignorance, not superiority.
Identity Attack0.44690517
Insult0.4555076
Profanity0.357228
Threat0.035458352
Severe Toxicity0.059217658
Moderate 0.47886392 Moderate Con 0.472 Moral_Argument
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
5:19 the guy on the bike is crazy for saying that !! 1) thats definitely not African culture, with Africa being a continent so generalising is outrageous, cause with that I can say North America’s …
5:19 the guy on the bike is crazy for saying that !! 1) thats definitely not African culture, with Africa being a continent so generalising is outrageous, cause with that I can say North America’s culture is mass shootings, Pedophilia and rape also (see how that doesn’t actually make sense) . And secondly Canada had more rapes per 100,000 than a lot of countries in Africa so I guess it’s Canadian culture too 🤷🏽‍♀️
Identity Attack0.44690517
Insult0.4378843
Profanity0.2258264
Threat0.13245705
Severe Toxicity0.031420294
Moderate 0.47886392 Constructive 0.516 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Oh the IRONY! If you aren't First Nations, you ARE an immigrant. Why don't you actually all make an effort to learn at least a few words in our languages; the ACTUAL languages of Our …
Oh the IRONY! If you aren't First Nations, you ARE an immigrant. Why don't you actually all make an effort to learn at least a few words in our languages; the ACTUAL languages of Our country 🙄. You can't be that dumb. I'm not trying to be harsh, but most of us speak our language and 1 or 2 languages from the European settlers here. It really suits everyone here to never bring Indigenous people into your conversations while you call it "Your country, your 'Canada', you culture". Everyone who's ancestors aren't from need to do better. It blows my mind how you come here and fight against each other while being immigrants yourselves. You demand assimilation from others while you yourselves aren't Indigenous, and don't make the slightest effort to assimilation to OUR culture. Complete hypocrites.🤣🤣🤣 If I were you, I'd be ashamed. I can't see myself ever going to someone else's country, living in it, let alone being born in it, and have the audacity to act and speak with that amount of utter continuous ignorance and disrespect the way most of the European settlers and other settlers/"Canadians" do. Do better before complaining about each other cause, you're no better and immigrants yourselves. Oh ya, and film Native Child in the background at 7:06, the place not First Nations operated known for stealing our children and getting tons of funding to line their pockets while almost all reserves have no clean drinking water, houses breaking down, unable to get work outside due to racist from all types of immigrants (yes, including European 'Canadians'), but putting a video of a European 'Canadian' talking about not being able to afford cable and her bills. Because these things are happening to European settlers/ 'Canadians', now it's finally a problem. The IRONY.
Identity Attack0.36702603
Insult0.5130944
Profanity0.18909787
Threat0.008867673
Severe Toxicity0.023076924
Moderate 0.47886392 Constructive 0.592 Insult
Aug 28, 2025 Why Canadians Are Turning Against …
India is called the 3rd world and 'Developing World' for a reason, after all. Many of them bring their bad habits with them all the time as well and make the rest of us actual …
India is called the 3rd world and 'Developing World' for a reason, after all. Many of them bring their bad habits with them all the time as well and make the rest of us actual civilized, well educated, assimilated and caring Indians look bad. Just watch all the different "Indians litter" and "India sucks" videos and shorts out there. Too many Indians bring their bad habits and couldn't care less about Western values and basic, humane principles.
Identity Attack0.5051609
Insult0.4339631
Profanity0.40783462
Threat0.017156094
Severe Toxicity0.1465323
Moderate 0.47886392 Constructive 0.545 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
That guy said we have the high end Indians 😂 yeah because they are the scammers that scam people out of their money they actually have videos on YouTube of American Top hackers and they …
That guy said we have the high end Indians 😂 yeah because they are the scammers that scam people out of their money they actually have videos on YouTube of American Top hackers and they catch these Indian scammers it's hilarious.
Identity Attack0.46028158
Insult0.42743355
Profanity0.2687007
Threat0.042662576
Severe Toxicity0.03590374
Moderate 0.47886392 Moderate Con 0.35 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Brampton is actual hell on earth
Brampton is actual hell on earth
Identity Attack0.10221587
Insult0.4125297
Profanity0.40558428
Threat0.019228047
Severe Toxicity0.02402156
Moderate 0.47886392 Low Con 0.256
Sep 23, 2025 13 likes Inside Canada's Indian Metropolis (Brampton)
i live in canada, it actually sucks that there is so many of them. only thing i like is there food
i live in canada, it actually sucks that there is so many of them. only thing i like is there food
Identity Attack0.29035977
Insult0.3388922
Profanity0.4401715
Threat0.0071717775
Severe Toxicity0.023076924
Moderate 0.47173777 Moderate Con 0.4 Personal_Narrative
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)
Thanks liberals for destroying my country. Now the descendants of the people that actually built and fought for this country have a life that of a peasant from India. They are turning in their graves. …
Thanks liberals for destroying my country. Now the descendants of the people that actually built and fought for this country have a life that of a peasant from India. They are turning in their graves. Shame on you
Identity Attack0.43256098
Insult0.4339631
Profanity0.094219476
Threat0.058503386
Severe Toxicity0.023076924
Moderate 0.47173777 Moderate Con 0.308
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
actually poop eating people is much better to people who blow themselves with bombs. canada needs people and Canadians don't want to have children the government have no choice but to allowed migration
actually poop eating people is much better to people who blow themselves with bombs. canada needs people and Canadians don't want to have children the government have no choice but to allowed migration
Identity Attack0.120924085
Insult0.37619758
Profanity0.36225098
Threat0.34804323
Severe Toxicity0.048457388
Moderate 0.47119883 Low Con 0.225 Economic_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
It’s actually insane they’re all Indian here
It’s actually insane they’re all Indian here
Identity Attack0.54151535
Insult0.33998606
Profanity0.22673377
Threat0.011120236
Severe Toxicity0.024772761
Moderate 0.46716887 Low Con 0.211 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
They're taking over Canada like crazy, can't even view niagara falls without a sardar and his family of 15 hogging the viewpoints and they are also quite dirty but not as dirty as those in …
They're taking over Canada like crazy, can't even view niagara falls without a sardar and his family of 15 hogging the viewpoints and they are also quite dirty but not as dirty as those in australia or india themselves, some are nice to be fair, like my familys personal driver is actually very kind and nice but then you have like 100s of illegals especially some of them running scams
Identity Attack0.36702603
Insult0.5130944
Profanity0.11230402
Threat0.010654188
Severe Toxicity0.020127986
Moderate 0.4645176 Constructive 0.666 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Just to make a correction, I 25 (F) daughter of immigrant parents was born and raised here, live in the greater toronto area and wanted to mention that a lot of folks believe the ones …
Just to make a correction, I 25 (F) daughter of immigrant parents was born and raised here, live in the greater toronto area and wanted to mention that a lot of folks believe the ones behind the crime rise in toronto are the new immigrants. I'm sorry to break it to y'all but if you do the research a lot of the people behind the crimes are born and raised canadian idiots (they could either be white canadian or children of immigrants aka 1st generation Canadians from any country). Its a big misconception people have regarding the crimes. All they see is a non white name and assume they're an immigrants. Majority of them are actually not even immigrants. I just had to stop the video and mention that.
Identity Attack0.4482637
Insult0.5130944
Profanity0.22622968
Threat0.010395273
Severe Toxicity0.023076924
Moderate 0.46186632 Constructive 0.787 Insult
Dec 11, 2025 Inside Canada's Indian Metropolis (Brampton)
As a once proud Canadian, the guy said everything every Canadian feels. He is also right about Sikhs being better than Africans. The Somalis and Eritreans are actually intolerable and have no respect at all …
As a once proud Canadian, the guy said everything every Canadian feels. He is also right about Sikhs being better than Africans. The Somalis and Eritreans are actually intolerable and have no respect at all for their host country. Deport them all please. Thank you for speaking your mind based biker man and may someone buy you a Pilsner if ever in the prairies 🫡
Identity Attack0.55044734
Insult0.40243408
Profanity0.054938845
Threat0.063352615
Severe Toxicity0.029626917
Moderate 0.45921504 Constructive 0.753 Identity Attack Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Most uneducated journalist 💔💔 Isn't it funny how majority of the screen time is given to the whites? He could've asked any Indian that looks like they've grown up here so they could actually communicate …
Most uneducated journalist 💔💔 Isn't it funny how majority of the screen time is given to the whites? He could've asked any Indian that looks like they've grown up here so they could actually communicate clearly and give a voice for their community but no, he goes for the fresh immigrants that barely know english to interview. Just look at the picture he's trying to paint 😂 Oh and that border hopping scheme? There's malicious people in EVERY culture/religion, acting like whites and blacks don't do the same shit. You can't show this negative narrative on this community by focusing on the worst. No one likes to talk about the Sikhs that feed SO MANY homeless people in downtown toronto every year. I bet you didn't know every gurdwara feeds anyone anytime. I can speak for the Sikhs i've seen first hand how they are for the community. wtvr pays the bills ig 🥀🥀
Identity Attack0.45610145
Insult0.4339631
Profanity0.16775991
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.45243698 Constructive 0.747 Policy_Critique
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Maybe actually react next time mf there’s people stuck living in the hell hole being portrayed
Maybe actually react next time mf there’s people stuck living in the hell hole being portrayed
Identity Attack0.03223813
Insult0.25007802
Profanity0.40185395
Threat0.020436687
Severe Toxicity0.023599008
Moderate 0.44573322 Low Con 0.18 Call_To_Action
Jan 28, 2026 Inside Canada's Indian Invasion...
so they actually think indians eat poo in india?
so they actually think indians eat poo in india?
Identity Attack0.4508763
Insult0.3388922
Profanity0.36230123
Threat0.010058682
Severe Toxicity0.023076924
Moderate 0.44573322 Low Con 0.173 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Who allowed them to enter in the first place ? ask them first why they allow them to enter country before pointing on others also if someone really want to talk about “ native” then …
Who allowed them to enter in the first place ? ask them first why they allow them to enter country before pointing on others also if someone really want to talk about “ native” then whites are the actual invaders to this country , they are the ones who kill natives and grab their lands
Identity Attack0.5135796
Insult0.3388922
Profanity0.15019037
Threat0.2836219
Severe Toxicity0.023129508
Moderate 0.44393396 Moderate Con 0.395 Identity Attack Policy_Critique
Feb 7, 2026 Inside Canada's Indian Invasion...
At surface level, people can call it what it is, but the reality is the western woman doesn’t have sex anymore and if she does, she bears no children the nuclear family has been destroyed, …
At surface level, people can call it what it is, but the reality is the western woman doesn’t have sex anymore and if she does, she bears no children the nuclear family has been destroyed, so we’re being replaced by people that actually enjoy having families not left-wing parasites as a Canadian, who was born here I regret that we have fallen, but it’s the reality western women don’t have kids anymore It’s all about them.
Identity Attack0.38223284
Insult0.46774593
Profanity0.17706433
Threat0.011327368
Severe Toxicity0.023076924
Moderate 0.43965456 Moderate Con 0.458 Fear_Threat
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
It's ridiculously unfair....and the government is giving them over 3000 or more a month....it's disgustingly unfair...they cry the boo hoo game soo we'll. And honest hard-working people suffer that are actually canadian
It's ridiculously unfair....and the government is giving them over 3000 or more a month....it's disgustingly unfair...they cry the boo hoo game soo we'll. And honest hard-working people suffer that are actually canadian
Identity Attack0.18468912
Insult0.47630358
Profanity0.12727508
Threat0.009204263
Severe Toxicity0.014317908
Moderate 0.43965456 Moderate Con 0.462 Unverified_Claim
Aug 25, 2025 2 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.