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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 #}

Comment Explorer

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Active: "I am Indian from India. …" 760 comments · Page 11 of 31
10:49 They dont want to be Indian in India. outside India they are seen as Indians.. Punjab is the drug capital of India because of these guys and the power they have.. We don't identify …
10:49 They dont want to be Indian in India. outside India they are seen as Indians.. Punjab is the drug capital of India because of these guys and the power they have.. We don't identify with them at all..
Identity Attack0.45348886
Insult0.31740165
Profanity0.19032755
Threat0.05268431
Severe Toxicity0.023076924
Moderate 0.40614098 Constructive 0.603 Identity_Assertion
Feb 23, 2026 Inside Canada's Indian Invasion...
Excuse mua,Hi there I am an Indian living in India , how colonialism is going whitards. Howdy 🤠
Excuse mua,Hi there I am an Indian living in India , how colonialism is going whitards. Howdy 🤠
Identity Attack0.45348886
Insult0.35333878
Profanity0.33453682
Threat0.017328756
Severe Toxicity0.02420936
Moderate 0.40336934 Constructive 0.541 Humor_Satire
Nov 2, 2025 Inside Canada's Indian Metropolis (Brampton)
That's crazy a Canadian city worker is being silenced because of Indian nationals. No Indian in India would be silenced if you were there.
That's crazy a Canadian city worker is being silenced because of Indian nationals. No Indian in India would be silenced if you were there.
Identity Attack0.46028158
Insult0.34626248
Profanity0.06796519
Threat0.0101363575
Severe Toxicity0.015415368
Moderate 0.4014846 Constructive 0.515 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Indians drive in canada like they drive in india why do you always hear indians honking horn 24/7
Indians drive in canada like they drive in india why do you always hear indians honking horn 24/7
Identity Attack0.49032792
Insult0.26957804
Profanity0.09868695
Threat0.011327368
Severe Toxicity0.023076924
Moderate 0.4014846 Low Con 0.259 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Indians brag India is the greatest country. So go back😂😂😂
Indians brag India is the greatest country. So go back😂😂😂
Identity Attack0.43256098
Insult0.24928534
Profanity0.15938593
Threat0.022335978
Severe Toxicity0.02383376
Moderate 0.4014846 Low Con 0.173 Humor_Satire
Jan 19, 2026 2 likes 2.9 million Canadian temporary visas …
I love india and I love Indians. I spent a lot of time in India. They are amazing. But this is wrong and it is the fault of the canadians.
I love india and I love Indians. I spent a lot of time in India. They are amazing. But this is wrong and it is the fault of the canadians.
Identity Attack0.5135796
Insult0.24630153
Profanity0.073529124
Threat0.009722093
Severe Toxicity0.020644438
Moderate 0.4014846 Constructive 0.603 Identity Attack Moral_Argument
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians just created another Mini India in front of the white people right under there nose .
Indians just created another Mini India in front of the white people right under there nose .
Identity Attack0.46028158
Insult0.26957804
Profanity0.19155724
Threat0.053007595
Severe Toxicity0.023076924
Moderate 0.4014846 Low Con 0.138
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
All I saw in this video Bike guy hates African because they are not good People are find with indians Indians are helping in economic growth like any other canadian There is active terrorist group …
All I saw in this video Bike guy hates African because they are not good People are find with indians Indians are helping in economic growth like any other canadian There is active terrorist group "Khalistan" And you did illegal things without canada police permission Then why is video title like that?? Just ask Indian Punjabi how they feel about india... Punjab is jwel of india
Identity Attack0.46050715
Insult0.32211447
Profanity0.064458095
Threat0.0138755
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.529 Policy_Critique
Feb 3, 2026 4 likes Inside Canada's Indian Invasion...
like as the guy on the bike said "Indian's eat poo" he could have just said "as some people in India eat poo" cause i think its wrong to just stereotype all Indian's in one …
like as the guy on the bike said "Indian's eat poo" he could have just said "as some people in India eat poo" cause i think its wrong to just stereotype all Indian's in one cause i agree some people in India are not educated enough to not fall for the so called "healthy tips" given by some brain washers in India on the basis of religion and as people say they are always on their phones and talking loudly and other things i will just say one thing see Canada born Indian's they are same as normal Canadian kids its just that their parents migrated from India to Canada and they lived half of their life in India soo in India it is common to do things like this they just need some time to adjust and even after 10 20 years they still act like this then please just see their kids they are well behaved and know how to behave in this country and i am not talking about eating poo cause that's just straight up bs yes i agree some do eat but not on regular basis and those who eat are not even 0.1% of Indians they are just less educated people those don't believe on modern meds and just get brainwashed by so called religious guru's who says drink cow piss and eat cow dung that is just bs and non educated Indian's don't get it, that's my time you are free to argue on some points in the reply's. Thank you
Identity Attack0.43896464
Insult0.39297962
Profanity0.240511
Threat0.011327368
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.758
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
This is close to Toronto. And that while area in Toronto and around it looks like Asia and India now. Tons of Afghans, Indians, Vietnamese, and Chinese. These same people Guilt trip the old Canadians …
This is close to Toronto. And that while area in Toronto and around it looks like Asia and India now. Tons of Afghans, Indians, Vietnamese, and Chinese. These same people Guilt trip the old Canadians into hating themselves and their country. They shame the Old Canadians.
Identity Attack0.46028158
Insult0.34101152
Profanity0.030639706
Threat0.0116639575
Severe Toxicity0.016254602
Moderate 0.40060925 Moderate Con 0.479 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Why wouldn’t they be there. Their country is filth through the majority cause their institution has failed miserably with keeping up with the infrastructure as a whole , they are born into overpopulation out performing …
Why wouldn’t they be there. Their country is filth through the majority cause their institution has failed miserably with keeping up with the infrastructure as a whole , they are born into overpopulation out performing their systems capability to keep up and or invest in which is at Lack!, also India has the Cast system which most of these Indians are considered lower class in their homeland, so the opportunities abroad come considerably easier, am I right? I don’t know but I’m right to think so, But hey they move abroad but still live within they can’t escape them selves.
Identity Attack0.40713623
Insult0.39297962
Profanity0.27005023
Threat0.012906751
Severe Toxicity0.023106033
Moderate 0.40060925 Constructive 0.556
Sep 18, 2025 Inside Canada's Indian Metropolis (Brampton)
I grew up in Brampton from 1985 to 2010. I watched it change. Not for the better. I got the hell out there and every time I go back to visit my fam, it's even …
I grew up in Brampton from 1985 to 2010. I watched it change. Not for the better. I got the hell out there and every time I go back to visit my fam, it's even worse. Almost never seeing any other race but Indian lol. It all has to do with Trudeau's dad designating that city as a go-to place for Indian migrants. The Trudeau's are part of the whole Satanic New World Order, and part of that order is using mass immigration as a weapon to destroy 1st world countries. His father started it back in the 70s. And yeah the driving is absolutely horrible. The car insurance skyrocketed. They destroyed the city I grew up in. It's a shit hole now. Many of them will tell you that India itself is a shit hole, but the more of them that come to Brampton, or wherever, they turn it into India. I don't consider it racism. It's their people but it's not like it's all of them, but it is a lot. From personal observance, they're the most unhygienic people I've ever met, and they love easy jobs the involve scamming others out of money. All of those scam callers are Indian. Nothing else. They have no dignity. No self respect. They just want money and don't care how to get it. I generally don't like them, but it's because of their negative behaviors. There are plenty of other races that come to Canada that people love. Have you ever heard of anyone complain about Filipinos? No. They're loved. They come here and know how to assimilate while keeping their own heritage intact in respect to our own. They're friendly, respectful, hygienic. Indian people just want to come here and make this place Indian and they have tons of kids, so that's exactly what's happening. Brampton was cooked years ago. It's just going to devour itself and fully become an extension of India, and it already has been spreading out from Brampton to the surrounding cities.
Identity Attack0.40158966
Insult0.37392882
Profanity0.2801717
Threat0.036149003
Severe Toxicity0.023076924
Moderate 0.40060925 Constructive 0.689 Personal_Narrative
Feb 15, 2026 Inside Canada's Indian Invasion...
there are about 2 million indians in canada now which is about 5% of canadas population, probably more since there are ton illegals who get not accounted for crazy how canada turns into india
there are about 2 million indians in canada now which is about 5% of canadas population, probably more since there are ton illegals who get not accounted for crazy how canada turns into india
Identity Attack0.44690517
Insult0.38406035
Profanity0.10240069
Threat0.008272167
Severe Toxicity0.015479924
Moderate 0.39987978 Low Con 0.245 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
They dont want to assimilate into our culture, and there are A LOT of Indians here, and I NEVER see indians hanging out with white or black people, i only see them with other indians. …
They dont want to assimilate into our culture, and there are A LOT of Indians here, and I NEVER see indians hanging out with white or black people, i only see them with other indians. If u like india so much, why spend all your money to come here? It's true doe!
Identity Attack0.49584505
Insult0.18604483
Profanity0.12158839
Threat0.0130621
Severe Toxicity0.023076924
Moderate 0.39987978 Constructive 0.578 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Missionaries are doing illegal delusional conversions inside India and Indians themselves converts the churches into temples by themselves living there without doing any illegal conversions. Still the whites have issues.
Missionaries are doing illegal delusional conversions inside India and Indians themselves converts the churches into temples by themselves living there without doing any illegal conversions. Still the whites have issues.
Identity Attack0.4931391
Insult0.23704576
Profanity0.096805766
Threat0.010757755
Severe Toxicity0.015350811
Moderate 0.39987978 Low Con 0.2 Identity_Assertion
Feb 3, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
All the recent Indian immigrants interviewed seem to be very kind, hardworking people who are just trying to create a better life for their families. Then I read the comment section and it's just a …
All the recent Indian immigrants interviewed seem to be very kind, hardworking people who are just trying to create a better life for their families. Then I read the comment section and it's just a bunch of people spewing vitriol towards Indian immigrants. "Canada isn't supposed to look like India". What the hell is Canada supposed to look like, to me it just looks like America, what "Canadian national identity" do you really have?
Identity Attack0.38230872
Insult0.26957804
Profanity0.36230123
Threat0.008272167
Severe Toxicity0.023076924
Moderate 0.39915034 Constructive 0.656
Oct 9, 2025 25 likes Inside Canada's Indian Metropolis (Brampton)
Canada/Population 2022 - 38.9 million, 2025 - 41.6 million Canada/GDP 2022 - $2.33 trillion, 2025 - $2.23 trillion OMG GDP shrunk, collapsed despite bigger population no thanks to invasive indians, india 2.0, Canada RIP 🤣
Canada/Population 2022 - 38.9 million, 2025 - 41.6 million Canada/GDP 2022 - $2.33 trillion, 2025 - $2.23 trillion OMG GDP shrunk, collapsed despite bigger population no thanks to invasive indians, india 2.0, Canada RIP 🤣
Identity Attack0.46050715
Insult0.26957804
Profanity0.054938845
Threat0.010550622
Severe Toxicity0.023076924
Moderate 0.39915034 Low Con 0.158 Unverified_Claim
Aug 30, 2025 Why Canadians Are Turning Against …
the polish dude is 100% correct. indians try to blame their govt for how messy india is, how corrupt... but then we see how they act in canada, the messes they bring and dont clean …
the polish dude is 100% correct. indians try to blame their govt for how messy india is, how corrupt... but then we see how they act in canada, the messes they bring and dont clean up... how they are corrupt people sometimes, how they try to cut corners and do things illegally... i watched it in my own workplace, how our indian sikh boss was so racist to his fellow indians, because they had patel name from gujarat and were 'lower cast' than the bossman who had sikh last name and was an 'engineer'. but this man just wanted to cut costs and try to cheat things, now this workplace is closed down. this is my experience all my life with indians. :(
Identity Attack0.44690517
Insult0.40243408
Profanity0.1067334
Threat0.015429466
Severe Toxicity0.021548226
Moderate 0.39842087 Constructive 0.711 Personal_Narrative
Nov 4, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
India's Unwanted Punjabis are Totally Welcome into Canada, Literally Indian Government Doesn't want those people back in India..
India's Unwanted Punjabis are Totally Welcome into Canada, Literally Indian Government Doesn't want those people back in India..
Identity Attack0.48915586
Insult0.26957804
Profanity0.044167064
Threat0.010188141
Severe Toxicity0.021806452
Moderate 0.39842087 Low Con 0.19 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I mean, I'm an Indian and I am not offended by this video. But, who's suppressing Punjabis in india? Why are they lying? What's the purpose of dividing your own nation? They can't even call …
I mean, I'm an Indian and I am not offended by this video. But, who's suppressing Punjabis in india? Why are they lying? What's the purpose of dividing your own nation? They can't even call cannada their home country and not even india. Shameful.
Identity Attack0.3825363
Insult0.37960073
Profanity0.058445938
Threat0.010395273
Severe Toxicity0.014898917
Moderate 0.3977292 Constructive 0.633 Personal_Narrative
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
Why are indians terrified of nationalism in Canada?.....after-all, they voted in a nationalist gov;t in india. Because IT'S WHITE NATIONALISM......!
Why are indians terrified of nationalism in Canada?.....after-all, they voted in a nationalist gov;t in india. Because IT'S WHITE NATIONALISM......!
Identity Attack0.46614665
Insult0.17610447
Profanity0.049678206
Threat0.009307829
Severe Toxicity0.01735206
Moderate 0.3969567 Low Con 0.298
Aug 25, 2025 Why Canadians Are Turning Against …
In India, caste atrocities show that the so-called “Savarna” identity is nothing but Hindu apartheid, as brutal as white supremacy in America. When a Dalit child in Rajasthan is beaten to death for touching a …
In India, caste atrocities show that the so-called “Savarna” identity is nothing but Hindu apartheid, as brutal as white supremacy in America. When a Dalit child in Rajasthan is beaten to death for touching a water pot (2023), when a young woman in Hathras is raped and cremated in secrecy (2020), when Dalits in Gujarat are flogged for skinning a dead cow (2016), or when a man in Madhya Pradesh is forced to drink urine (2021), it is the same logic as lynching of Black people in the U.S. during Jim Crow. NCRB records 50,000+ caste crimes every year, with conviction rates under 30%, proving that the system protects the oppressor. Just as white supremacists called themselves “pure whites,” Indian upper castes glorify the label “Savarna,” hiding behind a false purity that is built on humiliation, violence, and exclusion of the majority.
Identity Attack0.4774257
Insult0.36798462
Profanity0.257327
Threat0.34804323
Severe Toxicity0.16960317
Moderate 0.3969567 Constructive 0.513 Comparative_Framing
Sep 14, 2025 Why Canadians Are Turning Against …
Indians don’t like india😳😳
Indians don’t like india😳😳
Identity Attack0.46028158
Insult0.12883772
Profanity0.10240069
Threat0.0101363575
Severe Toxicity0.021935565
Moderate 0.39669925 Low Con 0.23 Identity_Assertion
Mar 1, 2026 Inside Canada's Indian Invasion...
indians in Canada are like Bangladeshi in india
indians in Canada are like Bangladeshi in india
Identity Attack0.47178617
Insult0.3388922
Profanity0.11601777
Threat0.009281937
Severe Toxicity0.023293832
Moderate 0.39441586 Low Con 0.207 Comparative_Framing
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
The whole country is now flooded with India 🇮🇳 yet no one is calling this out. We’ve been invaded by millions of Indians yet no one sees this as a national travesty
The whole country is now flooded with India 🇮🇳 yet no one is calling this out. We’ve been invaded by millions of Indians yet no one sees this as a national travesty
Identity Attack0.44690517
Insult0.21836096
Profanity0.19155724
Threat0.038220957
Severe Toxicity0.02383376
Moderate 0.39231625 Low Con 0.274 Fear_Threat
Sep 29, 2025 2 likes IRCC Names India in Study …

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.