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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: "The Indians are going to …" 482 comments · Page 8 of 20
Brother, you should come to the biggest slum in Europe. The gypsy slum here in Bulgaria. Bro I want you to come and see what's going with those indians are not the same as these …
Brother, you should come to the biggest slum in Europe. The gypsy slum here in Bulgaria. Bro I want you to come and see what's going with those indians are not the same as these in canada!
Identity Attack0.4931391
Insult0.34392178
Profanity0.1184936
Threat0.014566151
Severe Toxicity0.023076924
Moderate 0.41690505 Constructive 0.525 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
One thing i can and do respect about indians is that they will never be pushy with their religions. Sure you'll find some "bad apples" but rare. Then there are other countries, that are much …
One thing i can and do respect about indians is that they will never be pushy with their religions. Sure you'll find some "bad apples" but rare. Then there are other countries, that are much more pushy with their religions. I have no respect for that. So there might be a lot of them, but they don't ruin it as per say. As long as they don't shit on the beach and use garbage cans and not sidewalks. I won't go to india an impose my belief or way of living. And i don't think they do that in canada either. But others do it. Sadly, by association of the religion, some will see them as the same people. Anyways we're in 2026, religions are stone age laws to scare people. Now we have actual laws that are based on being a decent person, not the winner or the best, or the only right way. No need for some boogeyman in the sky to scare you, 10 years in prison should be enough to make you behave like a decent human. Even 1 month is enough for me to not be some idiot. We had horses, now we have cars. We had gods, now we have laws. Simple evolution and progress. Well some countries didn't get that update apparently. And noooo, if i say one bad word about an ideology, not a race (yaaawn, human race, all the same) i will be hunted down. That should tell you everything about the situation. You don't like my ideas? Ok, you do you. I don't like your ideas? Throw me off a roof? I'm sorry what? Should all be banned worldwide. Believe what you want, don't impose your ignorance on others. Especially not with force or threats.
Identity Attack0.3817989
Insult0.36798462
Profanity0.4193644
Threat0.013579931
Severe Toxicity0.023076924
Moderate 0.41445592 Constructive 0.654 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
They’re awful and need to go home. Can’t even call the bank without not understanding what they’re saying or eat take out food that doesn’t taste like Indian spices or walk down the street and …
They’re awful and need to go home. Can’t even call the bank without not understanding what they’re saying or eat take out food that doesn’t taste like Indian spices or walk down the street and only hear Indian music…my daughters class last year was only Indian and Arabic kids and the principal was Indian how are they gonna teach Canadian culture and education I’d ask what she did in school she said learned Indian dances. I’m 11 generations Canadian and they completely chaged our small home towns and neighbour hoods we have our own customs and cultures and it’s all gone now also there’s so much rape and assault charges or teachers molesting kids or men in girls bathroom and it’s Indian men!!! Disgusting and sad I used to love being Canadian now I hate Canada
Identity Attack0.37730414
Insult0.43158367
Profanity0.11725569
Threat0.013579931
Severe Toxicity0.021806452
Moderate 0.41168427 Constructive 0.627
Sep 1, 2025 Why Canadians Are Turning Against …
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and …
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and the city was a great blue collar town to spend time in… ever since the Indian invasion I almost never go, seeing people defaecate and urinate frequently in public, the abhorrent driving, the dirtiness, & the incredible rudeness of the Indian population has made me not visit in yrs now. It’s getting worse in other areas like Niagara as well, where the same problem is occurring. What kills me is that if anyone who’s white speaks up about this the pathetic liberals instantly call you a “bigot” or a “Racist” for simply stating facts and expressing how MANY of us are feeling. A vast majority of Canadians had NO problem with the initial influx of Indians moving here in the early 2000’s they came over we’re very respectful, assimilated, became Canadians, & respected Canada and Canadians… this last 15 yrs has been the exact opposite.
Identity Attack0.4453683
Insult0.40243408
Profanity0.26735115
Threat0.030623792
Severe Toxicity0.023927659
Moderate 0.41168427 Constructive 0.738 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As far as foreign invasions go, bring Indians in over almost any other group. THEY ARE MOSTLY HINDU, WHICH TREATS WOMEN MUCH BETTER THAN ISLAM! Its the Islam invasion that is scary because they advocate …
As far as foreign invasions go, bring Indians in over almost any other group. THEY ARE MOSTLY HINDU, WHICH TREATS WOMEN MUCH BETTER THAN ISLAM! Its the Islam invasion that is scary because they advocate violence against women. Indians are fine. I used to hang out with the Hare Krishnas and they were very nice people. Bonus: most Indians are vegetarian. 🙂
Identity Attack0.49855098
Insult0.24928534
Profanity0.08840031
Threat0.043955702
Severe Toxicity0.023223408
Moderate 0.41168427 Constructive 0.709 Identity_Assertion
Jan 27, 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)
3:55 I expect Indians to be all the workers in Brampton that’s not a bad thing… what’s scary is when you go to Huntsville and it’s STILL all Indians
3:55 I expect Indians to be all the workers in Brampton that’s not a bad thing… what’s scary is when you go to Huntsville and it’s STILL all Indians
Identity Attack0.46028158
Insult0.20201176
Profanity0.108590275
Threat0.013476364
Severe Toxicity0.023076924
Moderate 0.40336934 Moderate Con 0.419 Fear_Threat
Jan 27, 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 …
Im in kingston ontario and quality of life is plummeting because of immigrants. Quiet streets are now loud, cars parked up and down every street because Indians live 8 guys in one house--- garbage left …
Im in kingston ontario and quality of life is plummeting because of immigrants. Quiet streets are now loud, cars parked up and down every street because Indians live 8 guys in one house--- garbage left out for weeks loud music and fireworks til 3am--- on weekdays. Cars been hit twice in past 5 years-- both Indians. Indians work everywhere--so, service quality everywhere you go has dropped severely---- community isn't a community anymore.
Identity Attack0.46050715
Insult0.344702
Profanity0.05393682
Threat0.009566744
Severe Toxicity0.021419114
Moderate 0.4014846 Constructive 0.656 Fear_Threat
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
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...
Good, the less percentage of whites, the better. Also, Brampton has been the fast growing city for at least a decade know. All of the development is from Indians, and produces job and businesses. Whites …
Good, the less percentage of whites, the better. Also, Brampton has been the fast growing city for at least a decade know. All of the development is from Indians, and produces job and businesses. Whites are just "pressed" because the jobs are going to Indians.
Identity Attack0.50515765
Insult0.20201176
Profanity0.099305905
Threat0.011974656
Severe Toxicity0.022322904
Moderate 0.4013387 Constructive 0.624 Identity Attack Identity_Assertion
Feb 14, 2026 Inside Canada's Indian Invasion...
So sad this made all Indians look bad! They all have to work together to make it a better place to live! Improvement is necessary! Calgary is getting worst too. They drive BMW and Mercedes …
So sad this made all Indians look bad! They all have to work together to make it a better place to live! Improvement is necessary! Calgary is getting worst too. They drive BMW and Mercedes and many of them did 50-100km over the speed limit. I wish there are more cameras around to catch these ugly drivers. Too much freedom is going to create more criminal!
Identity Attack0.3758158
Insult0.40243408
Profanity0.098377466
Threat0.017156094
Severe Toxicity0.016383713
Moderate 0.4013387 Constructive 0.626 Identity_Assertion
Feb 27, 2026 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...
A lot of colleges in Canada is fakes and these Indians some don't go to school is work
A lot of colleges in Canada is fakes and these Indians some don't go to school is work
Identity Attack0.46028158
Insult0.3388922
Profanity0.098067984
Threat0.007534259
Severe Toxicity0.01754573
Moderate 0.39987978 Low Con 0.275 Unverified_Claim
Feb 7, 2026 Inside Canada's Indian Invasion...
To all indians and african's, muslims how does it feel that most of people around the world have a comun opion that wherever you guys go people are sick and tired of you??
To all indians and african's, muslims how does it feel that most of people around the world have a comun opion that wherever you guys go people are sick and tired of you??
Identity Attack0.46028158
Insult0.28997475
Profanity0.1554785
Threat0.01508414
Severe Toxicity0.023076924
Moderate 0.39915034 Moderate Con 0.454 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Trump is going to have to build a wall on the Canadian border in order to keep the Indians out.
Trump is going to have to build a wall on the Canadian border in order to keep the Indians out.
Identity Attack0.4931391
Insult0.15840563
Profanity0.050680235
Threat0.13228847
Severe Toxicity0.021806452
Moderate 0.39915034 Low Con 0.164 Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I live in Toronto Scarborough area and my problem with Indian people isn’t the colour of their skin it’s the way they act it’s obviously not all of them but I see just about everyday …
I live in Toronto Scarborough area and my problem with Indian people isn’t the colour of their skin it’s the way they act it’s obviously not all of them but I see just about everyday with my own eyes how these people come to this country and treat/act in it everything from when a fire truck goes by with the lights on they don’t pull over just keep driving I see them constantly park in the handicap parking spot at the td bank up the street the houses on my street that are dirty with garbage are the Indian houses there are so many things I see on the daily they come to this country and either don’t care to learn the laws rules ect or they do learn them and don’t care like it’s absolutely ridiculous the USA and Canada have been ruined by foreigners and thats just the truth thats not me being mean salty racist or anything else negative im just speaking the truth a large percentage of foreigners don’t care about the citizens in whatever country they go to we are minorities in our own countries it’s a disgusting world we are living in
Identity Attack0.4508763
Insult0.37506318
Profanity0.1765991
Threat0.012440704
Severe Toxicity0.023076924
Moderate 0.3977292 Constructive 0.616
Jan 27, 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)
Your enemy isn't the brown people. It's the 1% that brought in millions to suppress wages. A lot of these Indians are victims. They have come here with massive debt. They'll be in debt for …
Your enemy isn't the brown people. It's the 1% that brought in millions to suppress wages. A lot of these Indians are victims. They have come here with massive debt. They'll be in debt for the rest of their lives. A certain class of people wanted tax revenue from all these immigrants, wanted rents to keep going up and wanted home prices to climb during a global pandemic. The majority of the Indians are not criminals. But yea, racists gonna racist
Identity Attack0.44690517
Insult0.29383746
Profanity0.09324962
Threat0.019228047
Severe Toxicity0.017029278
Moderate 0.3972142 Constructive 0.603 Moral_Argument
Oct 2, 2025 IRCC Names India in Study …
We have it a shot with East Indians and realized we just didn’t like them. It’s time for them to go home
We have it a shot with East Indians and realized we just didn’t like them. It’s time for them to go home
Identity Attack0.43896464
Insult0.191015
Profanity0.13432594
Threat0.34804323
Severe Toxicity0.023692908
Moderate 0.3969567 Moderate Con 0.349
Aug 26, 2025 Why Canadians Are Turning Against …
All Indians that came here under the Liberal government needs to go back i dont care if they got their PR and i can care less what anyone else thinks
All Indians that came here under the Liberal government needs to go back i dont care if they got their PR and i can care less what anyone else thinks
Identity Attack0.45348886
Insult0.24928534
Profanity0.15724123
Threat0.037530303
Severe Toxicity0.023106033
Moderate 0.39644176 Moderate Con 0.346
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
If you go to a country better respect the value and culture of the area and assimilate with them and I think Indian mostly does that. Be useful the country or otherwise leave. But the …
If you go to a country better respect the value and culture of the area and assimilate with them and I think Indian mostly does that. Be useful the country or otherwise leave. But the guy on the bike is quite racists nobody east poop but people who don't wash their @$$ after business don't have to give hygienic advice 😂
Identity Attack0.37082586
Insult0.3416952
Profanity0.2366394
Threat0.011430934
Severe Toxicity0.023076924
Moderate 0.39644176 Constructive 0.535 Moral_Argument
Feb 4, 2026 Inside Canada's Indian Invasion...
And if you go to ask them, they all will not like you be called “Indians”. They’re Khalist*nis. One who betrayed their own country and messing up the other. As an Indian, we’re happy that …
And if you go to ask them, they all will not like you be called “Indians”. They’re Khalist*nis. One who betrayed their own country and messing up the other. As an Indian, we’re happy that the load has shifted. Because they don’t have basic civil sense.
Identity Attack0.46028158
Insult0.34782293
Profanity0.11601777
Threat0.016465442
Severe Toxicity0.023076924
Moderate 0.39644176 Moderate Con 0.4 Identity_Assertion
Sep 23, 2025 Inside Canada's Indian Metropolis (Brampton)
There are 5 million Indian Americans in the USA and they are the highest income group in USA, far ahead of any other group amongst whites, Chinese, Blacks, Mexicans, Taiwanese etc. Go cry a river …
There are 5 million Indian Americans in the USA and they are the highest income group in USA, far ahead of any other group amongst whites, Chinese, Blacks, Mexicans, Taiwanese etc. Go cry a river 😂😂😂
Identity Attack0.42615733
Insult0.23237456
Profanity0.099305905
Threat0.015602129
Severe Toxicity0.023076924
Moderate 0.39644176 Low Con 0.249 Economic_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Indians are going to take over the world!
Indians are going to take over the world!
Identity Attack0.4508763
Insult0.15343215
Profanity0.12220735
Threat0.12689553
Severe Toxicity0.023076924
Moderate 0.39441586 Low Con 0.186 Fear_Threat
Nov 14, 2025 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.