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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: "Indians and their love for …" 170 comments · Page 3 of 7
As a Indian pls send those Indians back who say they love India,life in India was easy.I am sick of my country with no future I really want to leave India and settle in a …
As a Indian pls send those Indians back who say they love India,life in India was easy.I am sick of my country with no future I really want to leave India and settle in a place with white majority idc care about racism at this point.
Identity Attack0.46614665
Insult0.3126888
Profanity0.19401662
Threat0.035803676
Severe Toxicity0.023076924
Moderate 0.40891263 Moderate Con 0.483 Personal_Narrative
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
I love the bike guy, speaks the truth! Canadas so clapped Indians ruined it
I love the bike guy, speaks the truth! Canadas so clapped Indians ruined it
Identity Attack0.4911651
Insult0.3388922
Profanity0.099305905
Threat0.026479885
Severe Toxicity0.021935565
Moderate 0.40891263 Moderate Con 0.449 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
These white Europeans OCCUPIERS act like canada land beings to them they are not even natives of Canada if they have occupied than others have to right to occupy too... And for indians they are …
These white Europeans OCCUPIERS act like canada land beings to them they are not even natives of Canada if they have occupied than others have to right to occupy too... And for indians they are peaceful people...and Punjabis are good for community they feed homeless people for free. You must hate muslims not hindus or indians..they are peace loving people
Identity Attack0.5051593
Insult0.26957804
Profanity0.07805514
Threat0.010084574
Severe Toxicity0.023076924
Moderate 0.40614098 Constructive 0.575 Identity Attack
Sep 21, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Love it when the locals freak out . Good, u have been conquered ! Somewhere indigenous Indians are laughing
Love it when the locals freak out . Good, u have been conquered ! Somewhere indigenous Indians are laughing
Identity Attack0.44690517
Insult0.3406697
Profanity0.27342406
Threat0.051391184
Severe Toxicity0.023270357
Moderate 0.4014846 Low Con 0.237 Identity_Assertion
Feb 9, 2026 Inside Canada's Indian Invasion...
I love indian food as much as I love aids.
I love indian food as much as I love aids.
Identity Attack0.34649673
Insult0.14874944
Profanity0.2268346
Threat0.09009721
Severe Toxicity0.02439716
Moderate 0.4014846 Moderate Con 0.419 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
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)
clicked on this video hoping for an even sided take instead it seems like this guy has already made up his mind and is actively showing and promoting racist views, i remember growing up in …
clicked on this video hoping for an even sided take instead it seems like this guy has already made up his mind and is actively showing and promoting racist views, i remember growing up in Burnaby BC and Vancouver bc when the chinese/japanese and just asia in general started immigrating to canada. The racists back then whined and cried about a ton of asian shops opening and bad drivers etc. Hell they didn't even like asian only churches they would cry "why do they need their own churches?" while saying their cooking stinks, their shops stink to their face and bitching about just about anything. Now its happening again in Toronto and the racists have moved on from asians and now focus their hate towards the indian community. as a native American all i can say is if you're actively going to bitch about immigrants. Maybe everyone that isn't native american or culture didnt originate from the north Americas should head back home? otherwise quit bitching and learn to love one another. At the end of the day Canadians and Americans are imigrants from Europe.
Identity Attack0.40713623
Insult0.36798462
Profanity0.2813443
Threat0.015947454
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.628 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
I love it 😍😍😍😍🎉long live indians 😌 amazing just the way bloody europeans living in Canada 😊 lovely
I love it 😍😍😍😍🎉long live indians 😌 amazing just the way bloody europeans living in Canada 😊 lovely
Identity Attack0.46028158
Insult0.34237885
Profanity0.22429734
Threat0.032695748
Severe Toxicity0.024631912
Moderate 0.4014846 Moderate Con 0.43 Solidarity
Feb 28, 2026 1 likes Inside Canada's Indian Invasion...
and he's back to targeting indians for views. love how he justifies being racist under "journalism".
and he's back to targeting indians for views. love how he justifies being racist under "journalism".
Identity Attack0.4453683
Insult0.2838064
Profanity0.037403382
Threat0.026307223
Severe Toxicity0.01483436
Moderate 0.40060925 Low Con 0.283 Policy_Critique
Feb 3, 2026 9 likes Inside Canada's Indian Invasion...
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...
all lies. america and canda love us indians. we run your country. we save you from bad immigrants. you'll know when we not here.
all lies. america and canda love us indians. we run your country. we save you from bad immigrants. you'll know when we not here.
Identity Attack0.41222036
Insult0.33964422
Profanity0.05393682
Threat0.011223801
Severe Toxicity0.015544481
Moderate 0.39842087 Moderate Con 0.301 Identity_Assertion
Mar 3, 2026 Inside Canada's Indian Invasion...
Ok so Indians who came to Canada in 50s, 60s, 70s, 80s, 90s they tried to a assimilate but the whites never let them. They were racists, never gave them equal opportunities, always belittled them. …
Ok so Indians who came to Canada in 50s, 60s, 70s, 80s, 90s they tried to a assimilate but the whites never let them. They were racists, never gave them equal opportunities, always belittled them. So then those same Indians grouped together and created their business for their own and now you complain we do not assimilate. Dude clean your own backyard before complaining about others. If they do not work why there are no Indian homeless. They worked hard, harder your 5 generations combined thats why they were able to build houses. Their bathrooms are bigger then your bedrooms. If now have something to complain you are free to leave the country. so at 3:00 he is saying, it does not cost illegals a penny to go to hospital. How many illegals has he smuggled into Canada. Any person in Canada without the provincial insurance has to pay everything out of pocket. I just got my dads blood work done today and he is on a visitor visa. It costed me $750 dollars, and before that just a walk in visit costed me $$175 dollars. And about paying taxes, I garuntee you a single houshold of Indians pay more in Taxes than a whole street of these white shit heads. The amount of myths they have created around immigrants is astonishing. There is is a reason conservatives loves the poor and the uneducated. You can clearly see the stark difference between how a Canadian born and raised person is speaking about other and how an immigrant is speaking about others and distributing free food and serving the society. THe people who have never tried to help anyone will always be jealous of those who help and prosper. We did not came from broken country, we just came here for a little better life which we have gotten with our hardwork and we owe nothing to these half ass naked shit rags complaining about immigrants when they themselves are either one or descendants of immigrants.
Identity Attack0.46028158
Insult0.33998606
Profanity0.08290444
Threat0.011974656
Severe Toxicity0.02116089
Moderate 0.3974717 Constructive 0.587
Sep 18, 2025 Inside Canada's Indian Metropolis (Brampton)
Shame on you canada . I mean iam an INDIAN, and I love and respect SIKHS( NOT KHALISTANI) , but Allowing other people to make your people minority is bad politics. We INDIANS will never …
Shame on you canada . I mean iam an INDIAN, and I love and respect SIKHS( NOT KHALISTANI) , but Allowing other people to make your people minority is bad politics. We INDIANS will never allow immigrants to come and make us feel sacred.
Identity Attack0.44690517
Insult0.3388922
Profanity0.060951006
Threat0.011819307
Severe Toxicity0.020127986
Moderate 0.3972142 Constructive 0.567
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Indians love India so much that the first thing do is leave and Invade other countries '' nice ''
Indians love India so much that the first thing do is leave and Invade other countries '' nice ''
Identity Attack0.43256098
Insult0.16846494
Profanity0.13608865
Threat0.091630474
Severe Toxicity0.023246882
Moderate 0.37955463 Low Con 0.225 Identity_Assertion
Feb 7, 2026 Inside Canada's Indian Invasion...
All Politicians at all levels love illegal aliens 👽. When Was the last time you heard any politician speak against man’s immigration and Indian comitting all the crimes.
All Politicians at all levels love illegal aliens 👽. When Was the last time you heard any politician speak against man’s immigration and Indian comitting all the crimes.
Identity Attack0.44690517
Insult0.24928534
Profanity0.025634222
Threat0.01052473
Severe Toxicity0.015544481
Moderate 0.37751234 Low Con 0.236
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
As an Indian, I feel so bad for Australia, Canada, New Zealand. The psychology of our people is : - lack of realisation of anyone's pain - zero tolerance to dissent - pretend to love …
As an Indian, I feel so bad for Australia, Canada, New Zealand. The psychology of our people is : - lack of realisation of anyone's pain - zero tolerance to dissent - pretend to love others as long as you not call them out and if you do, all these angelic demeanor falls off, they come for you, your family, everyone. - complete respect for the countries they inhabit seeking absolute dominance and control. - then turn the country into sh.... then make their kids move to other countries to encroach and change demographics. Japanese, if you're reading this, don't tell us that the liberal left-wing Indians didn't warn you!!
Identity Attack0.32476485
Insult0.34314156
Profanity0.36230123
Threat0.012699619
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.563 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly …
Why is it so difficult to have reasonable conversations about this? Most of this video is completely true — but so many comments show love to that bike guy who was factually incorrect and pointlessly racist. But on the other hand, so many woke types don’t even want to admit the problem. They also don’t want to talk about how the government is complicit. Every nation has a right to define itself, and how much immigration it wants, and how that immigration happens. It is beyond ridiculous to not speak the primary language of the country you emigrate to. But why say weird shit like indians eat shit?? Or that 1.5 billion people are all the same? The rationale behind early immigration was to be very tough and selective about who enters and lives here. They welcomed students because it brought in a lot of revenue so that’s a win-win, but to LIVE they had to prove they were an asset to the community. Now the whole thing is manipulated. You don’t have proper vetting for the students because of fake colleges that just want to make money. You don’t have proper limits on immigration and criteria for jobs/skills because companies want to make money. Politicians just do whatever strategy gets votes. But for some reason people either only get woke about the positives of Indian immigrants or only negative, sometimes racist about them. It’s fair to acknowledge that rampant, unchecked immigration ruins the culture. Like Indian driving culture is fucking terrible. You don’t want to bring that shit over. You can also acknowledge that early immigrants and their kids are often completely American/Canadian, from their native language, accents, education, references etc. And that Indians are generally a low-crime, high-employment, high-tax-paying immigrant group. And we ALSO acknowledge that that’s changing because of the type/number of people coming in, and the financial and political incentives which support it. It causes valid resentment. These fucking human smuggling rings are real af. Wokies don’t ever talk about it. But I wish we could have this conversation without the racism.
Identity Attack0.10221587
Insult0.40243408
Profanity0.10240069
Threat0.008764107
Severe Toxicity0.010681152
Moderate 0.37751234 Constructive 0.746 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
i live in quebec and its true as soon as you go in ontario there as much indian if not more than canadian all those people who love their country but still moved away should …
i live in quebec and its true as soon as you go in ontario there as much indian if not more than canadian all those people who love their country but still moved away should go back we dont want you here if you don't like it
Identity Attack0.43896464
Insult0.21368977
Profanity0.032643758
Threat0.013528148
Severe Toxicity0.022193791
Moderate 0.37576625 Constructive 0.538
Jan 27, 2026 Inside Canada's Indian Invasion...
I love how you would keep cutting back to the guy on the bike and he would contradict everything the indians were saying 😂😂😂
I love how you would keep cutting back to the guy on the bike and he would contradict everything the indians were saying 😂😂😂
Identity Attack0.37012735
Insult0.11978693
Profanity0.12815644
Threat0.2566701
Severe Toxicity0.023076924
Moderate 0.37576625 Moderate Con 0.314 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Reality will kick in very hard for these racist when they have to pay tution fee, because currently they'll are enjoying free eduction due to hefty fee paid by poor Indians in canada's colleges. Go …
Reality will kick in very hard for these racist when they have to pay tution fee, because currently they'll are enjoying free eduction due to hefty fee paid by poor Indians in canada's colleges. Go to CRA and ask which community contributes financially through taxes. Go to CSIS and ask about involvement of Indian community involved in crimes. Go and check the streets of your metropolitans, which community is involved in selling and consuming drugs. You won't find Indians selling drugs, but you'll certainly find canadian zombies in the streets. You know why you always target Indians for earning revenue from youtube, because Indians are calm and peace loving. They keep cool when they saw fools and goons, who're frustrated from their own. Grow up and start raising questions against trump, who wants to occupy your whole country! But i'm sure, you won't show the darkside of your racist communities who only cares of themselves(Individual, not the community), you won't show how trump is threatening to canada's sovereignty, you wont show the behaviours of canadians and americans, because you won't get views and if you won't get views, then how would earn and pay the emi. Wake up, smell the coffee and focus on real threat. And for canada future, do something to neutralize the threat or surrender and become the hypocrite 51st state!!
Identity Attack0.3817989
Insult0.32682732
Profanity0.03915693
Threat0.03235042
Severe Toxicity0.01412424
Moderate 0.37458646 Moderate Con 0.455 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
You can still do your thing, live your life, wear your clothes, eat your food. Heck, we love indian, Chinese and Jamaican food. But realize you are here, and act as such...
You can still do your thing, live your life, wear your clothes, eat your food. Heck, we love indian, Chinese and Jamaican food. But realize you are here, and act as such...
Identity Attack0.14019285
Insult0.18107465
Profanity0.36230123
Threat0.0104988385
Severe Toxicity0.021031776
Moderate 0.37458646 Constructive 0.625 Moral_Argument
Sep 24, 2025 1 likes Why Canadians Are Turning Against …
When an Indian women from India is telling other Indians to,Chill tF out! You know things are bad in Canada 🇨🇦 but i still love Toronto ❤️
When an Indian women from India is telling other Indians to,Chill tF out! You know things are bad in Canada 🇨🇦 but i still love Toronto ❤️
Identity Attack0.3825363
Insult0.24928534
Profanity0.27882218
Threat0.010809537
Severe Toxicity0.023076924
Moderate 0.36456755 Moderate Con 0.498
Sep 21, 2025 1 likes Why Canadians Are Turning Against …
I lost him at.. 3:10 "New canadians pay no taxes" This is how the far right kills a dog by labeling it a mad dog. Either these people are so brainwashed or making up lies …
I lost him at.. 3:10 "New canadians pay no taxes" This is how the far right kills a dog by labeling it a mad dog. Either these people are so brainwashed or making up lies to have their way. They don't deliberately sell among themselves, the newcomers gravitate to areas where there are people of their own ethnicities. Cultural enclaves existed for centuries. Commercial-broadway area in Vancouver is full of Italians and greeks, Richmond and Burnaby are asians mostly chinese, some pockets in Toronto downtown have heavy middle eastern and african presence. You are selectively targeting the Indians because of your inherent prejudice. Also Assimilation is a 2 way street. There are so many people who are trying to make friends with other cultures especially white but they say they don't show as much love and openness as we do. You can't say "they don't assimilate" when you yourself don't allow them near you.
Identity Attack0.2803029
Insult0.35333878
Profanity0.06145202
Threat0.051391184
Severe Toxicity0.01483436
Moderate 0.36095104 Constructive 0.67 Policy_Critique
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Indian light to speak their language, culture,.... And the equally support and love other cultures language systems and respect everyone equally in the world.... A Zoraster from Iran, a Syrian Christian or a Jew, or …
Indian light to speak their language, culture,.... And the equally support and love other cultures language systems and respect everyone equally in the world.... A Zoraster from Iran, a Syrian Christian or a Jew, or a Tibetan Buddhist...who came to India... Indian not amazing people believe me guys
Identity Attack0.38238457
Insult0.17858955
Profanity0.12158839
Threat0.015602129
Severe Toxicity0.02077355
Moderate 0.3561489 Constructive 0.646 Moral_Argument
Nov 22, 2025 Inside Canada's Indian Metropolis (Brampton)
As a nigerian canadian i agree i love canada but the immigrants specifically indians who come are not changing at all there not even respecting the rules my family moved to canada to escpae poverty …
As a nigerian canadian i agree i love canada but the immigrants specifically indians who come are not changing at all there not even respecting the rules my family moved to canada to escpae poverty and corrupt government not bring that onto canada
Identity Attack0.38215697
Insult0.27558193
Profanity0.036401358
Threat0.007340072
Severe Toxicity0.011291504
Moderate 0.35186127 Constructive 0.629
Nov 6, 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.