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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: "Indian are like this is …" 766 comments · Page 12 of 31
This video is only made to appease the whites and it is evident Whites claim Africans are slow when they themselves live in delulu that they’re natives of US and Canada😂, whites just like Indian …
This video is only made to appease the whites and it is evident Whites claim Africans are slow when they themselves live in delulu that they’re natives of US and Canada😂, whites just like Indian Africans or Chinese are immigrants the only difference is them being in majority population
Identity Attack0.50125694
Insult0.24928534
Profanity0.11725569
Threat0.010835429
Severe Toxicity0.022839356
Moderate 0.4014846 Low Con 0.22 Identity Attack Moral_Argument
Feb 13, 2026 1 likes Inside Canada's Indian Invasion...
why cant indi.ans stay their own country? whites will be minority soon or already is, its not like indian girls or men are more attractive than any other ethnicity
why cant indi.ans stay their own country? whites will be minority soon or already is, its not like indian girls or men are more attractive than any other ethnicity
Identity Attack0.4911651
Insult0.24493282
Profanity0.1631077
Threat0.0347677
Severe Toxicity0.023076924
Moderate 0.4014846 Low Con 0.2
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
These are Punjabis who are closer to ethnic Pakistanis than Indians. Most of these punjabis aren't hindu, and don't like hindu. Don't associate them with Indians. They treat Indians horribly, and aren't hardworking, smart, or …
These are Punjabis who are closer to ethnic Pakistanis than Indians. Most of these punjabis aren't hindu, and don't like hindu. Don't associate them with Indians. They treat Indians horribly, and aren't hardworking, smart, or educated like Indian diasporic community. As an Indian Muslim, most Indians do not like these people. Hindus and Muslims don't behave like these Sikhs.
Identity Attack0.5135796
Insult0.35161978
Profanity0.17008601
Threat0.018710058
Severe Toxicity0.023317307
Moderate 0.4014846 Constructive 0.664 Identity Attack Identity_Assertion
Feb 14, 2026 1 likes Inside Canada's Indian Invasion...
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...
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...
High Indian population leads to low quality of life - they want to feel like they're back home.
High Indian population leads to low quality of life - they want to feel like they're back home.
Identity Attack0.4830652
Insult0.28791866
Profanity0.09775851
Threat0.013010317
Severe Toxicity0.023076924
Moderate 0.4014846 Moderate Con 0.419 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Shame on @rocanews for platforming lies and nonsense. Have multiple people claim that folks here don't have their " papers " without the research to back it up is wild. Also to claim they don't …
Shame on @rocanews for platforming lies and nonsense. Have multiple people claim that folks here don't have their " papers " without the research to back it up is wild. Also to claim they don't pay taxes is also Wild. And to claim that they don't have jobs is also wild. Also the white lady who bold face declared the Brampton used to be majority White, and is now upset that it's not is very telling lol. In her own words it used to be Multicultural but it's now bicultural. The gag is when it was majority white it wasn't bicultural because to her white people are always the norm lol. I'd like more evidence into how the Indian population has not assimilated. Wearing their own cultural clothes and worshiping where they choose to does not mean you have in a simulated LOL. Giving the mic to folks to spew unchecked nonsense is wild and you should all be utterly ashamed of yourselves. Did you feature any gudwara? Those are Sikh temples that provide lunger AKA free meals to people of any background. I've gone to Vancouver and seen it filled with tons of white and black who but looking for a meal and they were not turned away.
Identity Attack0.34000012
Insult0.40243408
Profanity0.12096943
Threat0.011379151
Severe Toxicity0.020257099
Moderate 0.4013387 Constructive 0.678
Oct 25, 2025 1 likes 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...
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...
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...
I am a Canadian and I am absolutely sick and tired of these Indians, I’m married at 22 with a child on the way and buying a house seems like an impossible task because all …
I am a Canadian and I am absolutely sick and tired of these Indians, I’m married at 22 with a child on the way and buying a house seems like an impossible task because all these Indians are literally being given free houses from the government send all of them back to there so called paradise and never let them come back. I want Canadians in Canada and that’s it. They are not a net positive, they’re a net negative and it’s clear as day.
Identity Attack0.46028158
Insult0.3493834
Profanity0.082581155
Threat0.010731863
Severe Toxicity0.023076924
Moderate 0.39987978 Constructive 0.525 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
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)
I went to Niagara Falls 3 years ago. It was like a 1 white to 10 indians ratio. It’s insane, also it smelled really bad everywhere
I went to Niagara Falls 3 years ago. It was like a 1 white to 10 indians ratio. It’s insane, also it smelled really bad everywhere
Identity Attack0.44690517
Insult0.28586254
Profanity0.26621178
Threat0.018882722
Severe Toxicity0.023076924
Moderate 0.39915034 Moderate Con 0.421 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
If they work, file their taxes, don't siphon the system and talk to me in English then I do not care what they do in their own time. On the contrary, I wish them the …
If they work, file their taxes, don't siphon the system and talk to me in English then I do not care what they do in their own time. On the contrary, I wish them the best. Those who do not contribute to society and merely leech off of it are the true dregs. That applies the same to a white man with needles harassing people under a bridge and a black man in a hoodie and mask robbing a convenience store (non-Indian stereotypes) as it does to any immigrant who hops the border and expects this country to fund their way. That said, there have been far too many immigrants in the last decade, regardless of origin. I've lived in my small town in BC for 37 years and somehow I cannot get a family doctor (I visit all of the local clinics annually and am on the provincial waiting list) while a lot of newer residents seem to have a doctor within months of moving here. I am glad I bought my house when I did, I would not be able to afford one today. I am not against legal immigration, just slow it down so the infrastructure can support it and properly vet those who apply. The system for deportment currently employed in the US is far too hastened and imperfect for my liking but the lack-of-a-system (or heck, acknowledgement) that this is even an issue by the current and previous Canadian governments is equally as concerning (arguably more, other folks can debate the politics of it).
Identity Attack0.4482637
Insult0.36798462
Profanity0.16869035
Threat0.033386398
Severe Toxicity0.023076924
Moderate 0.39842087 Constructive 0.828 Policy_Critique
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
When I went to Niagara college it was 90% Indian exchange students. I saw punjabis pimping out girls in the school bar and constantly selling hard drugs in the open. I saw Indians drag women …
When I went to Niagara college it was 90% Indian exchange students. I saw punjabis pimping out girls in the school bar and constantly selling hard drugs in the open. I saw Indians drag women bye their hair through the hallways and force themselves onto them in private study rooms, while their friends guarded the exit to the room. Multiple times i had to stand up for women and almost get physical with them. One pulled a knife out on my in the hallway when I told him to get off a girl that obviously didn't want it. Me and my friend rented a house beside the college and we would have occasional partys. They would show up the party and push hard drugs onto my friends. One was flashing around a hand gun and acting like a wanna be gangster. They would steal things and leave their trash everywhere. I finally had enough and said no more Indians at my house.
Identity Attack0.46028158
Insult0.33998606
Profanity0.2661772
Threat0.2836219
Severe Toxicity0.035007052
Moderate 0.39842087 Constructive 0.648
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
A PRIME EXAMPLE OF INDIANS DON'T HAVE A CLUE OF HOW TO DRIVE LOOK AT WHAT HAPPENED IN FLORIDA WHERE THE INDIAN DRIVING A 18 WHEELER MADE A U-TURN IN THE MIDDLE OF THE INTERSTATE …
A PRIME EXAMPLE OF INDIANS DON'T HAVE A CLUE OF HOW TO DRIVE LOOK AT WHAT HAPPENED IN FLORIDA WHERE THE INDIAN DRIVING A 18 WHEELER MADE A U-TURN IN THE MIDDLE OF THE INTERSTATE AND KILLED A FAMILY OF 3 COMPLIMENTS OF CALIFORNIA GIVING OUT CDL LICENSES LIKE CANDY
Identity Attack0.44690517
Insult0.25998658
Profanity0.053435806
Threat0.122295745
Severe Toxicity0.023076924
Moderate 0.3977292 Low Con 0.281 Unverified_Claim
Jan 27, 2026 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...
Hoho do i have a story to tell you. I rented out part of my shop to east indians. Cabinet shop. They had 5 guys. Turned out they were all on student visas but they …
Hoho do i have a story to tell you. I rented out part of my shop to east indians. Cabinet shop. They had 5 guys. Turned out they were all on student visas but they worked minday to saturday 10 hours a day. Of course none of them went to school instead they tuned in on their phone online to the school and put the phone doen and continued to work. Then i had enough ans kicked them out. Some of those guys didnt even get paid and their boss was just laughing at them. East indians are just as scammy as they are on the phone. Void all active student visas or make them pay a 100k like under trump.
Identity Attack0.44690517
Insult0.37392882
Profanity0.2268346
Threat0.03649433
Severe Toxicity0.023076924
Moderate 0.3972142 Constructive 0.594
Sep 30, 2025 IRCC Names India in Study …
see your condition mr. the indians are paying more taxes than you... and you get that benefitss... if you have guts and energy than b more success full than any other person. and the person …
see your condition mr. the indians are paying more taxes than you... and you get that benefitss... if you have guts and energy than b more success full than any other person. and the person who move to canada for better future they working hard 10 to 12 hours a day.. or some times 18 hrs. & u guys can do that???? even low salary or low wages they working like donkeysss.... you guys have this capacityy to work like them... ?????????
Identity Attack0.28034934
Insult0.42567953
Profanity0.089693464
Threat0.007327127
Severe Toxicity0.014705247
Moderate 0.3972142 Constructive 0.544 Solidarity
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
Why do whites act like they own the land wherever they colonise? Indians can leave canada when the European settlers leave Canada
Why do whites act like they own the land wherever they colonise? Indians can leave canada when the European settlers leave Canada
Identity Attack0.46050715
Insult0.17858955
Profanity0.08678388
Threat0.010731863
Severe Toxicity0.018707745
Moderate 0.39669925 Low Con 0.252
Oct 5, 2025 IRCC Names India in Study …
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 are like package, once you receive one, you unpack ten.
Indians are like package, once you receive one, you unpack ten.
Identity Attack0.4482637
Insult0.3126888
Profanity0.1589207
Threat0.018019408
Severe Toxicity0.023076924
Moderate 0.39669925 Moderate Con 0.307 Humor_Satire
Nov 12, 2025 Inside Canada's Indian Metropolis (Brampton)
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)

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.