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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: "I live in India 🎉" 289 comments · Page 4 of 12
i dont want to live in india thanks truedo what happen to moltyculturel
i dont want to live in india thanks truedo what happen to moltyculturel
Identity Attack0.48915586
Insult0.15911613
Profanity0.11292298
Threat0.058826666
Severe Toxicity0.02383376
Moderate 0.40336934 Moderate Con 0.323
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
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)
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...
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)
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)
Guy says every one should live happily 😂😂 When same ppl don’t like Bangolis, Kashmiri or Afghan immigrants in India. And we know India is known for its racism. 😂 These Panjeets stand with far …
Guy says every one should live happily 😂😂 When same ppl don’t like Bangolis, Kashmiri or Afghan immigrants in India. And we know India is known for its racism. 😂 These Panjeets stand with far right fascists against Muslim immigrants but ironically they are the majority immigrants in Middle eastern countries.
Identity Attack0.46028158
Insult0.34101152
Profanity0.12220735
Threat0.013579931
Severe Toxicity0.023076924
Moderate 0.39915034 Moderate Con 0.433
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The PPL said they're from only punjub we don't need them these PPL want khalistan by living in foreign our country is beautiful but still they want to live in a whole different country to …
The PPL said they're from only punjub we don't need them these PPL want khalistan by living in foreign our country is beautiful but still they want to live in a whole different country to just make things worse India is better without them
Identity Attack0.46028158
Insult0.34135336
Profanity0.17864552
Threat0.091630474
Severe Toxicity0.02604016
Moderate 0.39669925 Moderate Con 0.409 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Indian's look at Canada as a very easy to fooled country when it comes in immigration policy, all Indian's work together the one in India and the one who lives in Canada, opening a fraud …
Indian's look at Canada as a very easy to fooled country when it comes in immigration policy, all Indian's work together the one in India and the one who lives in Canada, opening a fraud school to sell course acceptance letter to be approved of student visa. They come not to study but to work and then later on apply for PR. Why do you think Indians are over populated in Canada? they flood the food bank and employment that is no longer available for the Canadian born youth. They are everywhere because they are preferable by greedy employer for cheap labour, the reason this people flood the food bank, theyre wages is not liveable in Canada. Canada becomes a joke since Trudeau took over the government, open border for fraudster to come in. Immigration policy will never be fix until the Liberal is kick out from power. I dont think we need more migrant for walmart tim horton, and uber!
Identity Attack0.46028158
Insult0.3486032
Profanity0.07255927
Threat0.010913103
Severe Toxicity0.020515325
Moderate 0.39231625 Constructive 0.653
Sep 29, 2025 IRCC Names India in Study …
You havent seen the nasty parts. Of course walking into temple with a camera you will hear advocation for peace. Growing up there you are taught in school that if you are white you are …
You havent seen the nasty parts. Of course walking into temple with a camera you will hear advocation for peace. Growing up there you are taught in school that if you are white you are evil from the teachers and the brown students of which outnumber you 20/1 take that mileage and run with it. Many employers and landlords will not even give you a chance unless you are of their faith or from their home region in india or pakistan, and if you are black or white than you shouldnt even bother trying… aint gonna happen. There is a massive entitlement from the younger Sikhs who actively want to see the country become more closer to the punjab with Brampton being the new Lahore. Street violence rarely gets brought up anymore because it is so frequent so media only jumps on it if they got nothing else to use. The majority of gangs are in Bramalea south of Kennedy. This isnt just circumstances because “they have it so hard here boohoo”. The Tamel people that live in Brampton come from India and Sri Lanka. Many fled due to the tigers and because India has been trying to destroy their culture for a long while. You wont find Tamel who has lived in Canada more than a year in a gang, or with a thick as lard accent, or speaking their previous language in public. They are good people, very respectful.
Identity Attack0.44690517
Insult0.3388922
Profanity0.17101645
Threat0.025961896
Severe Toxicity0.022710243
Moderate 0.38601747 Constructive 0.663 Personal_Narrative
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Canadians turning against Indians because they have government preferences, taking over housing and jobs in every type of business. They are changing the face of Canada and forcing us into CanIndia. Canadians do not want …
Canadians turning against Indians because they have government preferences, taking over housing and jobs in every type of business. They are changing the face of Canada and forcing us into CanIndia. Canadians do not want to be forced to live the lifestyle they left behind in India. Enough is enough !!!!!!!!!!!! I am becoming racist at the age of 80 and I do not like having to say that.
Identity Attack0.43896464
Insult0.24928534
Profanity0.02522431
Threat0.010343489
Severe Toxicity0.015931819
Moderate 0.3827457 Constructive 0.587 Identity_Assertion
Aug 27, 2025 Why Canadians Are Turning Against …
If you are having so much trouble with these people, then put them on a plane and send them back to India 🇮🇳. More than half of them are people who fled India after engaging …
If you are having so much trouble with these people, then put them on a plane and send them back to India 🇮🇳. More than half of them are people who fled India after engaging in criminal activities and sought refuge in Canada. No one in India demands Khalistan except for a few terrorist Sikhs living in Canada. In 2024, Indian students spent more than 10 billion Canadian dollars in Canada. In 2025, the number of students going to Canada decreased by 50 percent. So don't worry, Indians won't be going to Canada anymore.
Identity Attack0.44690517
Insult0.33964422
Profanity0.072882555
Threat0.091630474
Severe Toxicity0.023076924
Moderate 0.3827457 Moderate Con 0.442 Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
They are proud indians but don't want to live in India 😂😂😂😂
They are proud indians but don't want to live in India 😂😂😂😂
Identity Attack0.44690517
Insult0.10148193
Profanity0.08840031
Threat0.015947454
Severe Toxicity0.023076924
Moderate 0.3811502 Low Con 0.21 Humor_Satire
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
Gross. I lived in India for 10 years and now it's coming to the west 😢
Gross. I lived in India for 10 years and now it's coming to the west 😢
Identity Attack0.28883415
Insult0.26957804
Profanity0.22643133
Threat0.0113014765
Severe Toxicity0.022064678
Moderate 0.3811502 Moderate Con 0.453 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians are the only people who brag how great India is but don't want to live or return there. Like that dude at 9:57
Indians are the only people who brag how great India is but don't want to live or return there. Like that dude at 9:57
Identity Attack0.4508763
Insult0.1640896
Profanity0.0913099
Threat0.03165977
Severe Toxicity0.023076924
Moderate 0.37955463 Moderate Con 0.38
Nov 23, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Basically 80% of students from India are a FRAUD in Canada, and 100% of the Indian students in Canada come in Canada to study NOT but to stay in Canada, there are so many Indian …
Basically 80% of students from India are a FRAUD in Canada, and 100% of the Indian students in Canada come in Canada to study NOT but to stay in Canada, there are so many Indian students in Canada, that have university degrees but they register themselves into Canadian colleges in order to work and live in Canada. It doesn’t make sense to downgrade your studies, and most probably 100% of the students from Asia in Canada they come here to stay that is the main goal. In fact indian men they get married to some rich girl then the father of the girl pays for the school and then they end up staying in the country and continue their lying and fraud lives in Canada - trust me I know them
Identity Attack0.458714
Insult0.3388922
Profanity0.08775374
Threat0.009437286
Severe Toxicity0.022193791
Moderate 0.37955463 Moderate Con 0.411
Oct 17, 2025 IRCC Names India in Study …
The driving part was funny, that is legit India, Vietnam, China, Pakistan and MOST of Central and North Africa..i know i've lived in these areas...its wild Google or serach up how to cross the road …
The driving part was funny, that is legit India, Vietnam, China, Pakistan and MOST of Central and North Africa..i know i've lived in these areas...its wild Google or serach up how to cross the road in VIetnam and its 1000's of videos of the chaos, its not normal, its not a system its just low IQ as the white dude said
Identity Attack0.39773783
Insult0.24928534
Profanity0.18356428
Threat0.02181799
Severe Toxicity0.020902663
Moderate 0.37751234 Constructive 0.57
Jan 27, 2026 Inside Canada's Indian Invasion...
"I love India, but I would never ever want to live there"
"I love India, but I would never ever want to live there"
Identity Attack0.4508763
Insult0.0777699
Profanity0.09098661
Threat0.06658544
Severe Toxicity0.023076924
Moderate 0.37751234 Moderate Con 0.443 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
I form India You will not make this video about Pakistani Muslims because you are afraid of them.😂 -These people also live a little bit in the song and then they fall
I form India You will not make this video about Pakistani Muslims because you are afraid of them.😂 -These people also live a little bit in the song and then they fall
Identity Attack0.3817989
Insult0.16551061
Profanity0.13697
Threat0.048481647
Severe Toxicity0.023076924
Moderate 0.37751234 Low Con 0.211 Unverified_Claim
Feb 6, 2026 4 likes Inside Canada's Indian Invasion...
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact …
For Canadians:- Improve your immigration policy, how the heck are you allowing so many people in a short amount of time? And what's that college scam, Some people from your country make fake Universities, contact people from abroad and make them come in Canada, then they take their money as fees and then flash! No such college existed. And foreign people are trapped there. Also, hire qualified people with degrees like the USA does. Indians are living in USA too, but it's not such a big problem in USA BCOS of their policies. Not everyone is wrong,but make sure to punish the wrong one's. Imply tough rules on cleanliness and job hirings. Instead of banning people from these countries, imply strict regulations on them. For indians or any other communitee:- Shame on you guys, no one is saying you to leave your culture or something. It's just that be like a Canadian, give jobs to other communities too. Maintain cleanliness standards of Canada, not india or any country. Follow canadian driving rules rather then any other countries. You should be grateful for them to accept you, now you should accept them too. Thankyou.
Identity Attack0.33352965
Insult0.31740165
Profanity0.27882218
Threat0.009359611
Severe Toxicity0.02258113
Moderate 0.37751234 Constructive 0.745
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I can't even watch this. I live 30 mins down the road from here. Welcome to little India btw....oh I mean Canada 🇨🇦🇨🇦. We are being completely INVADED. Indian fatigue is real here. There are …
I can't even watch this. I live 30 mins down the road from here. Welcome to little India btw....oh I mean Canada 🇨🇦🇨🇦. We are being completely INVADED. Indian fatigue is real here. There are WAY WAY WAY TOO MANY!!!!!! We seriously need Trump here to shut down the borders because our soft government won't.😡😡😡👳👳👳
Identity Attack0.43256098
Insult0.23237456
Profanity0.05543986
Threat0.020609349
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.516 Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
All lies. 1.6 millions from India who are committing crimes and still living here, they use going back to their country as a excuse to stay here.
All lies. 1.6 millions from India who are committing crimes and still living here, they use going back to their country as a excuse to stay here.
Identity Attack0.44690517
Insult0.25404143
Profanity0.03464781
Threat0.009307829
Severe Toxicity0.015350811
Moderate 0.37751234 Moderate Con 0.319
Dec 24, 2025 Deportations From Canada at Their …
Thank you for doing this video, Canada should be the best country in the world. Canada is arguably the best place on Earth geographically, but just like every government in the world right now, isn't …
Thank you for doing this video, Canada should be the best country in the world. Canada is arguably the best place on Earth geographically, but just like every government in the world right now, isn't handing anything appropriately or even objectively being managed in a sensible way. however, you saying "greatest country in the world" instead of "USA" every time, is probably why people think you're racist and mocking other societies. I defended your India poop video because it was clear you weren't saying that all Indians live in filth like people claimed you were. But again, referencing the US as the best or greatest is just condescending and portentous. Now I'm not your Dad, say and do whatever you want, I'm still enjoying the content. Just saying being more humble and remembering the many problems the US has and how many self-inflicted 3rd world issues it places on itself, would be wise.
Identity Attack0.29035977
Insult0.36798462
Profanity0.2366394
Threat0.010472948
Severe Toxicity0.023076924
Moderate 0.37694603 Constructive 0.798 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
India not in war still they left their country for others countries they all over the world like insects but if you ask them they will say I love India saar we are 4th largest …
India not in war still they left their country for others countries they all over the world like insects but if you ask them they will say I love India saar we are 4th largest economy saar we are superpower saar but we don't live in India saaar 😂😂😂😅
Identity Attack0.38208112
Insult0.34237885
Profanity0.20592089
Threat0.122295745
Severe Toxicity0.0475607
Moderate 0.37576625 Moderate Con 0.391 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
Don't call them "Pakis", call them Indians. Pakistanis don't flock into places this way, These guys simply don't want to live in India.
Don't call them "Pakis", call them Indians. Pakistanis don't flock into places this way, These guys simply don't want to live in India.
Identity Attack0.46028158
Insult0.16890354
Profanity0.10920923
Threat0.016810767
Severe Toxicity0.01896597
Moderate 0.37340668 Moderate Con 0.339 Identity_Assertion
Oct 5, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canadian government needs to be filled with only white and indigenous politicians. No outsiders your family must have lived in canada for 4 generations, that way they shoupd fully understand how and what canadians want …
Canadian government needs to be filled with only white and indigenous politicians. No outsiders your family must have lived in canada for 4 generations, that way they shoupd fully understand how and what canadians want and need. Plain and simple. I dont see white canadians or amaricans as politicians in any other country! Its all their own people! India, Pakistan, China and so on. Canada needs to stand strong against outsiders and new comers who think their coming here to bring there BS
Identity Attack0.43256098
Insult0.24928534
Profanity0.108590275
Threat0.010628296
Severe Toxicity0.017416617
Moderate 0.37340668 Constructive 0.522
Oct 12, 2025 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.