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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: "Even the Indians don't like …" 154 comments · Page 3 of 7
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)
Isn’t it ironic that the high-IQ white man, or the “Buddy on the Bike,” who’s supposedly intelligent, is riding a bike in the snow? Also, if he were truly that intelligent, why are the so-called …
Isn’t it ironic that the high-IQ white man, or the “Buddy on the Bike,” who’s supposedly intelligent, is riding a bike in the snow? Also, if he were truly that intelligent, why are the so-called “nasty people,” as he referred to Indians, running his hometown? Though I doubt he’s even from Brampton. He’s likely from St. Marys, Ontario. It is one of the most racist towns in Canada. Many individuals there believe that all non-white people are not Canadians, even if they were born in Canada and have been there over four generations. I’m not surprised by the “white trash” remark, as he calls himself. Nor am I surprised by his Nick Fuentes wannabe behavior. As for the American audience, not everybody thinks in terms of race the way y’all do. I think this exported American ideology is affecting people in Canada and the rest of the world.
Identity Attack0.44690517
Insult0.36798462
Profanity0.0961592
Threat0.011249693
Severe Toxicity0.020127986
Moderate 0.39441586 Constructive 0.671 Identity_Assertion
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
One thing I don’t like about Indians is they all want to be rich and don’t seem to send it back home. Thats why India is not rich and don’t even have many toilets.
One thing I don’t like about Indians is they all want to be rich and don’t seem to send it back home. Thats why India is not rich and don’t even have many toilets.
Identity Attack0.45610145
Insult0.2817503
Profanity0.11354194
Threat0.009126588
Severe Toxicity0.023076924
Moderate 0.38811707 Moderate Con 0.367 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
As an indian, I feel sad to see that this is Canada, nobody would want anyone's country to change like this. pls deport most of them, they can't even speak English. Only allow highly educated, …
As an indian, I feel sad to see that this is Canada, nobody would want anyone's country to change like this. pls deport most of them, they can't even speak English. Only allow highly educated, skilled people; race doesn't matter, even that nurse guy should be deported. Don't allow any indian asylum seekers because India is poor, not as bad as a war-ridden country only allow doctors, engineers, and scientists, and businessmen with a master's degree, and don't allow Punjabi guys, they are less educated and quite erratic. Please check if they have any criminal history, and this applies to all immigrants who are not from Europe or Southeast Asia, etc You guys don't need indian truckers and janitors. pls don't be racist. Remember, 15% of all Canadian doctors are indian
Identity Attack0.46028158
Insult0.30326313
Profanity0.075792134
Threat0.046541955
Severe Toxicity0.023076924
Moderate 0.3827457 Constructive 0.616
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Even the Indians don't like the Indians. 😂😂😂
Even the Indians don't like the Indians. 😂😂😂
Identity Attack0.45348886
Insult0.1505596
Profanity0.12096943
Threat0.011042561
Severe Toxicity0.01986976
Moderate 0.3827457 Low Con 0.184 Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
even Indians don't like Indians
even Indians don't like Indians
Identity Attack0.46028158
Insult0.15556364
Profanity0.13608865
Threat0.011974656
Severe Toxicity0.019482423
Moderate 0.3811502 Low Con 0.199 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
If Indians want to feel like they're in India so bad they can go back to India. Everywhere you go even in BC you see less and less Canadian people anywhere, let alone Filipino, Mexican …
If Indians want to feel like they're in India so bad they can go back to India. Everywhere you go even in BC you see less and less Canadian people anywhere, let alone Filipino, Mexican or even Chinese.
Identity Attack0.48915586
Insult0.21602537
Profanity0.040409464
Threat0.01101667
Severe Toxicity0.01683561
Moderate 0.37795907 Moderate Con 0.415 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
All the Indians are laughing my buddy from there told me that we are getting the worst ones that even people in India don't like people from that part of India.
All the Indians are laughing my buddy from there told me that we are getting the worst ones that even people in India don't like people from that part of India.
Identity Attack0.41052565
Insult0.18977246
Profanity0.16636424
Threat0.022335978
Severe Toxicity0.020515325
Moderate 0.37751234 Constructive 0.533 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
So many fraudsters with ZERO RESPECT for Canada! I hope CBSA is watching the guy at @2:14 before he overstays his welcome! Also, can we get a compilation of just the guy in the high …
So many fraudsters with ZERO RESPECT for Canada! I hope CBSA is watching the guy at @2:14 before he overstays his welcome! Also, can we get a compilation of just the guy in the high viz vest? He's a rock star! Just call him High viz Harry if he doesn't want his name used... Pretty sad when the long time Indian immigrant doesn't even like the new comers🤣 As for the smuggler - I hope an anonymous tip was made...
Identity Attack0.31307843
Insult0.37279442
Profanity0.030890211
Threat0.009100696
Severe Toxicity0.010910034
Moderate 0.37751234 Constructive 0.661 Call_To_Action
Feb 9, 2026 Inside Canada's Indian Invasion...
Punjabi people being suppressed in India? 😂 These khalstanis never fail to make me laugh. 😂 First of all India has federal government. There's a central government & state government. Central government allocates budget to …
Punjabi people being suppressed in India? 😂 These khalstanis never fail to make me laugh. 😂 First of all India has federal government. There's a central government & state government. Central government allocates budget to State government which politicians from punjab itself(means people from their own community or region) have to use the upliftment of their people. But yet they blame Indian Prime Minister Modi for their problems even though his party is not even in power in punjab. Infact khalstan is the major reason behind downfall of punjab region since they run d. racket in punjab as well as they also help punjabi youth enter countries like canada illegally. Because of that either punjabi youth geta into d adction or they just leave India & the state is just left with old people.
Identity Attack0.40351558
Insult0.36798462
Profanity0.1811049
Threat0.055917133
Severe Toxicity0.02373986
Moderate 0.37751234 Constructive 0.599 Unverified_Claim
Jan 27, 2026 4 likes 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 don’t understand like you bring it 4 million of them in four years. This is too much you change the whole system in Canada and most of them are getting free healthcare freeform free …
I don’t understand like you bring it 4 million of them in four years. This is too much you change the whole system in Canada and most of them are getting free healthcare freeform free apartments look the Canadian total debt increased by like $300 billion in a couple years because of those people I’m not against Indian. I have Indian friends but this kind of Indian people like you go there like you’re built like 50 call what the hell is wrong with you like you have to understand that’s a Christian country or they believe in God in one car they don’t believe in paganism and 20k kids. Still 4 million people is not normal to move in 4 years Is not fair Even im albanian u bring 4 million albanian in cannada i dont agree with it Is like increasing popullation 15 percent in 3-5 years Indian people drive bad than the cannadian people pay high insurance rates So you called me in Canada and you use free houses free renting free stuff and taking the other people money it’s not good that’s why you need to make your government India to develop your country better and not to attack the Muslim and be racist against the Muslims and the Indian Muslims Here we go with pagan gods looks ugly statue, bro the God is the creator of everything there’s no human gods stop leaving in fairytale paganism
Identity Attack0.36273825
Insult0.30797598
Profanity0.3320008
Threat0.012596053
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.521 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
I dated an Indian girl who was born here but her parents are immigrants. Before they even met me she said they were so happy she was dating me. I asked why? She said "because …
I dated an Indian girl who was born here but her parents are immigrants. Before they even met me she said they were so happy she was dating me. I asked why? She said "because youre not indian!" .. they don't even like eachother
Identity Attack0.458714
Insult0.18604483
Profanity0.20016506
Threat0.012130005
Severe Toxicity0.021935565
Moderate 0.37751234 Constructive 0.656 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
I am an Indian and i am telling you each one of them is telling you what you need to hear ( their original expression of identity comes out when they are around their own …
I am an Indian and i am telling you each one of them is telling you what you need to hear ( their original expression of identity comes out when they are around their own kind like in India the same hindu sabha will INDIRECTLY throw you out for being a lower caste or a christian or if muslim than you are done even direclty ) everyone of them is lying like every single one of them except the POLISH guy
Identity Attack0.38246045
Insult0.24835461
Profanity0.17752954
Threat0.032695748
Severe Toxicity0.023076924
Moderate 0.37694603 Moderate Con 0.435 Unverified_Claim
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
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...
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not …
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not everyone is like that in my experience, I'm not from brampton but I'm sikh and I have sikh friends who are white and indigenous as well. One thing people don't realise is a lot of Canadians are actually really racist. You clearly saw that from the interview of the guy and his wife who was an RN, they passed the exam fair and square but I feel like his lack of understanding of the English language didn't get his point across right. The point he missed was the quality of life is higher in Canada, In India it's way easier, the cost of living is way cheaper, there's tons of cheap labour to hire maids for all your house work for example which is common in their culture, but as you've probably seen online, India isn't the cleanest or friendliest place to be, and if he was a nurse in India he would probably be broke without a good job, and having the opportunity to find good high paying jobs in something that Canadians also do when they travel to the US if a position in their field isn't available in whatever local city they grew up in. The main issue stems from international students from like after covid, regardless of country, India is in the spotlight because there's just more indians compared to other countries international students but its all the same stuff, you have kids from all over the world that might not have learned the same cultural practices, fresh 16-18 year olds living alone for the first time that have to do all their own chores and don't even know how to take care of themselves in some cases or do laundry or anything like that and it doesn't mean they were illegal immigrants or anything, just that they never put in the effort to learn because they were too entitled, its the same with entitled kids that go to Korea or Japan from north America as well that don't learn their culture and customs and misbehave because they are too entitled, and once you understand that you can see the bigger picture more clearly instead of just defaulting to racism. Also I'm not saying they can't be frustrated, its frustrating for everyone, even for me but racism isn't the answer.
Identity Attack0.38699543
Insult0.2817503
Profanity0.06646215
Threat0.015256803
Severe Toxicity0.016771052
Moderate 0.36867723 Constructive 0.855 Moral_Argument
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Christians and muslims deserve eachother they don't like kind ,humble ,caring and progressive people, these Canadians would be better if there situation becomes like london ,where muslims even force you to follow their religion and …
Christians and muslims deserve eachother they don't like kind ,humble ,caring and progressive people, these Canadians would be better if there situation becomes like london ,where muslims even force you to follow their religion and do daily riots and try to claim the land without even doing any progress in the country....while indians who work hard for the country they live in make it prosperous with opportunity they do philanthropy, charity still getting hate for few bad people... You people really don't deserve kindness
Identity Attack0.44690517
Insult0.24928534
Profanity0.04216301
Threat0.017156094
Severe Toxicity0.017868511
Moderate 0.3666224 Moderate Con 0.494 Identity_Assertion
Nov 12, 2025 Inside Canada's Indian Metropolis (Brampton)
Why did all the europeans colonized ,gave the language,enslaved them for over 1000 of years and took all the resources and still trying to enslave them by corrporations for their hegemony,I ask the same christian …
Why did all the europeans colonized ,gave the language,enslaved them for over 1000 of years and took all the resources and still trying to enslave them by corrporations for their hegemony,I ask the same christian indian who is preaching here ,and why did british,french,italian,roman loot everything from asia and africa,central asia , middleast and invdade them and stolen everything put their country as junk yard and now all the west is entirely debt ridden,Why cry now,Stop bombing them and should not have done all this in first place since 100 of years ago,Migration is human thing ,no one can stop,its god instilled in human and this is how civilization expanded around the world..I understand ,i get the disgustian behaviour pattern of indians in the west especially the sanghis hindu extremist who were being exposed right ,left and center all over the world in social media..Like Faith says people migrate for economic reason,even that is not working any more,Leave the east and africa at peace ,lot of people will remigrate back home,..I say this for a fact.Stop bombimg them working with zionist jews pedophiles isralies who are root of all the problem that exist on face of the earth.,the banks they own,corporations they own,healthcare industry they own,diamond mines they own,weapons industry they own,drug and porn industry jews own..
Identity Attack0.37953663
Insult0.2735258
Profanity0.1413768
Threat0.13785169
Severe Toxicity0.023076924
Moderate 0.36456755 Constructive 0.571 Moral_Argument
Aug 24, 2025 1 likes Why Canadians Are Turning Against …
Good think they are Indian. If it was any of our neighbours you will not even dare to shoot video over there like Luton, England
Good think they are Indian. If it was any of our neighbours you will not even dare to shoot video over there like Luton, England
Identity Attack0.38318536
Insult0.11172232
Profanity0.14842765
Threat0.2836219
Severe Toxicity0.023076924
Moderate 0.3625127 Low Con 0.206 Comparative_Framing
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I remember I went to Vancouver surrey area for a month and these Indians even in there 50s driven like crazy bumping American rap in 15 inch speakers with there turbans on it was strange …
I remember I went to Vancouver surrey area for a month and these Indians even in there 50s driven like crazy bumping American rap in 15 inch speakers with there turbans on it was strange to me this was like 2005
Identity Attack0.38215697
Insult0.28586254
Profanity0.18233459
Threat0.02250864
Severe Toxicity0.017481172
Moderate 0.36043653 Moderate Con 0.439 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
My only problem with immigrants is that when you are in another country, you should conform to that country not try to make it a replica of your former country. Many don't even want to …
My only problem with immigrants is that when you are in another country, you should conform to that country not try to make it a replica of your former country. Many don't even want to learn the language. Anyway from the video, the number of unemployed Canadians are not because of the Indians, they just don't want to work hard to earn a living, they want handouts. Most look like homeless druggies, don't blame others for what you did to yourself. If you are unhappy where you are, Canada is a big place go somewhere else and start over.
Identity Attack0.38176915
Insult0.3388922
Profanity0.05543986
Threat0.008323951
Severe Toxicity0.014511578
Moderate 0.36043653 Constructive 0.588
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
Indian Foreign minister Jaishankar himself told that the Canadian govt is not vetting the ppl being given the visas. All 5hitty ppl with crimial background are being handed over visas as if it free-for-all thing. …
Indian Foreign minister Jaishankar himself told that the Canadian govt is not vetting the ppl being given the visas. All 5hitty ppl with crimial background are being handed over visas as if it free-for-all thing. This has to change. There should be serious filtering done before giving visas. Anyone with even a simple criminal offence in India should be BANNED forever from entering. No excuses. The quality of ppl coming has gone down like crazy. Bad ppl are there everywhere, but seems like the LIberal a-h0les in Ottawa intentionally want to get criminals here in order to create chaos and break the soceity and turn ppl against each other. This is Intentionally done, so that its easy for the to rule and win in Elections.
Identity Attack0.23467018
Insult0.35677677
Profanity0.24341469
Threat0.013372798
Severe Toxicity0.01825585
Moderate 0.34757367 Moderate Con 0.434 Policy_Critique
Oct 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Why is it that 90% of these people are Punjabi Sikhs? Canada has been supporting Sikh seperatists to fund the cause back in India. Even other Indians dont like this. Youre letting the wrong people …
Why is it that 90% of these people are Punjabi Sikhs? Canada has been supporting Sikh seperatists to fund the cause back in India. Even other Indians dont like this. Youre letting the wrong people in who want Khalistan. Theyre the ones who did the air india bombings, theyre the ones who assassinated an Indian female prime minister. Instead of having other Indian ethnicities, youre choosing a more extreme one who wont integrate fully. Most dont even know English., unlike other Indians.
Identity Attack0.4139151
Insult0.19225755
Profanity0.031391226
Threat0.060119797
Severe Toxicity0.016125489
Moderate 0.3389984 Constructive 0.516 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Canada sells citizenship like groceries To the lady saying I’m Canadian no you’re not Every single Indian stick to their own racial group Black people stick together with their own racial group Whites also stick …
Canada sells citizenship like groceries To the lady saying I’m Canadian no you’re not Every single Indian stick to their own racial group Black people stick together with their own racial group Whites also stick together with their fellow whites So there’s no nationalism in this country Even though you have Canadian citizenship you will only help someone who has same skin colour like you Indian business will only hire Indians , Indian homeowners will only rent out their own Indian people Indians even force other foreigners to speak their language Hindi or punjabi if they want to live with them India itself is very racist country , few years ago group of Nigerians were arrested and handcuffed like criminals they treat black people like criminals
Identity Attack0.3895355
Insult0.23237456
Profanity0.039407436
Threat0.009566744
Severe Toxicity0.014640691
Moderate 0.3389984 Constructive 0.607 Policy_Critique
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
The east Indian problem has gotten extremely bad where I am in Canada they keep buying businesses and then firing all the white people but if you call it out, you're racist like, I'm getting …
The east Indian problem has gotten extremely bad where I am in Canada they keep buying businesses and then firing all the white people but if you call it out, you're racist like, I'm getting turned down when I hand out resumes, because I'm white and I was born in Canada its bad they're taking all the student jobs and then buying the businesses where students are working and then firing the students i'm no longer in school, so it's even harder to find a job. It's gotten to the point where if you want a job you need to work for yourself. They're even taking jobs in the trades so now people are having to work for themselves under-the-table and launder their money the average median income in Canada is anywhere from $45000 to $50000 a year the average house costs $673,335 the average household only makes $80000 a year i used to dream about having my own home and starting a family now I just hope I can find an apartment for less than $2000 a month that isn't owned by a slum Lord living in Toronto that's bought the property without ever even being to Smiths Falls a day in their life.
Identity Attack0.39461556
Insult0.23704576
Profanity0.098067984
Threat0.030278467
Severe Toxicity0.016190045
Moderate 0.3389984 Constructive 0.675 Economic_Argument
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...

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.