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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 would rather have Indians …" 26 comments · Page 1 of 2
The guy on the bike, in front of Tim hortons, is so dumb. I would rather have people who follow Islam over Indians ANY DAY
The guy on the bike, in front of Tim hortons, is so dumb. I would rather have people who follow Islam over Indians ANY DAY
Identity Attack0.50515604
Insult0.6675394
Profanity0.357228
Threat0.018019408
Severe Toxicity0.029626917
Moderate 0.6667219 Moderate Con 0.328 Identity Attack Insult Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
These racists cowards would rather stay silent and let their communities be overrun by muslim immigrants who forms gangs, deal drugs and groom poor young women, than live around and look at brown people. The …
These racists cowards would rather stay silent and let their communities be overrun by muslim immigrants who forms gangs, deal drugs and groom poor young women, than live around and look at brown people. The guy who said he faced discrimination standing in a line while a lady was served first (lol) should know mostly Indians dont run butcher shops, those must be Pakistani or smth
Identity Attack0.5983441
Insult0.56997263
Profanity0.3122265
Threat0.085497424
Severe Toxicity0.16960317
Moderate 0.60254884 Moderate Con 0.479 Identity Attack Insult Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am …
Tyler has to be the racist mainstream youtuber in recent times. You guys might say "Wanting your country to not turn into India is not racist" and yes you are damn right but I am specifically talking about the youtuber here. This dude goes to India, to a remote village which people dont even know of, makes a video on "poop throwing festival in India" as his Title and then says Oh hey I havent said anything racist, umm well you havent (even if I ignore the word play you do) but you had several other topics that you could have covered in "India" and you exactly knew what was gonna happen when you would upload this video but you anyways did, so yes you are a racist, a smart one. And for the people saying "Indians are so proud of India but they don't want to live there", I mean people making this kinda comment can't even wrap their head around the fact that 1.5 B people are from India. So even a small fraction of that population would contribute towards a large migration, so no "Indians are so proud of India but they don't want to live there" is absolute bullshit. Now does that mean its a perfect country? Absolute Not and Neither is the country Developed, we are a developing economy and we have a long way to go. We have our own issue in this country and we are dealing with it. As for as people living in your countries are concerned, I would ask you to be as objective as possible in situation rather than being stereotypical. If you see a person doing bad thing, call them out, it doesnt matter whether they are "Indian" or otherwise.
Identity Attack0.44690517
Insult0.48228607
Profanity0.4131548
Threat0.063675895
Severe Toxicity0.20067264
Moderate 0.56269526 Constructive 0.714
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
3:59 I would want to know who paid for those statues. I bet it was the city from your money guys. Just a guess. Also I dont think that Indians are bad people, that we …
3:59 I would want to know who paid for those statues. I bet it was the city from your money guys. Just a guess. Also I dont think that Indians are bad people, that we cant live with each other I respect them. What I dont respect is mass African migration like un EU, that is crazy stuff. I would rather live in a acity with 100000 Indians than 10000 Africans because they are a fk ticking bomb, you never know if they stab someone or rap*. Indians are working, Africans cant do anything other than crimes IDK how some people still dont see this, just look at any country that took them, its same everywhere. I live in Czech Republic and we have like 10% of Vietnamese people and you dont even know they are here, all of them work, they are very polite and fit into our society very well...
Identity Attack0.5498214
Insult0.46173862
Profanity0.43669638
Threat0.3203622
Severe Toxicity0.23224458
Moderate 0.53579444 Constructive 0.713 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I’m gonna get a lot of hate for this comment and death threats, but I would rather have Pakistani and Indian people then have Isis and radical Islamic terror because if people know how to …
I’m gonna get a lot of hate for this comment and death threats, but I would rather have Pakistani and Indian people then have Isis and radical Islamic terror because if people know how to act then it’s fine if they build their culture hair, don’t forget Europeans and white people built their culture all over the world and killed everyone that wasn’t what they wanted and got rid of their religions in their ancestors and they got rid of their culturewhite people have killed billions of people, but nobody seems to care about that as soon as you see some brown people moving into your country, that’s under 1 million you guys flip out it’s weird
Identity Attack0.5135796
Insult0.34237885
Profanity0.2801717
Threat0.5195707
Severe Toxicity0.17009245
Moderate 0.5140397 Constructive 0.558 Identity Attack Threat
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
I would rather have Indians then the others but still wtf
I would rather have Indians then the others but still wtf
Identity Attack0.44690517
Insult0.3388922
Profanity0.5013569
Threat0.010343489
Severe Toxicity0.03590374
Moderate 0.509388 Moderate Con 0.312 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I see whyte Canadians yes the same ones who complaining treat these indians with more respect than they do black Canadians, they would rather employ a indian than a black Canadian.
I see whyte Canadians yes the same ones who complaining treat these indians with more respect than they do black Canadians, they would rather employ a indian than a black Canadian.
Identity Attack0.55044734
Insult0.30326313
Profanity0.07611542
Threat0.007832011
Severe Toxicity0.02077355
Moderate 0.44393396 Moderate Con 0.393 Identity Attack
Aug 25, 2025 Why Canadians Are Turning Against …
Americans would rather have illegal mexicans than legal indians Prove me wrong
Americans would rather have illegal mexicans than legal indians Prove me wrong
Identity Attack0.50515765
Insult0.24287975
Profanity0.0913099
Threat0.0101363575
Severe Toxicity0.021935565
Moderate 0.4014846 Low Con 0.215 Identity Attack Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
I would rather live in Indian majority city than in Muslim majority city. At least Indians are A LOT better than integrating into the societies they are moving to. Have you heard of any Hindu …
I would rather live in Indian majority city than in Muslim majority city. At least Indians are A LOT better than integrating into the societies they are moving to. Have you heard of any Hindu terrorist attacks in Europe, USA or Canada?
Identity Attack0.4887047
Insult0.16861114
Profanity0.03915693
Threat0.025616571
Severe Toxicity0.018578632
Moderate 0.37795907 Constructive 0.54 Comparative_Framing
Oct 7, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
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)
I have done business with Indian's. Never again. I would rather do business with the chinese.
I have done business with Indian's. Never again. I would rather do business with the chinese.
Identity Attack0.4139151
Insult0.076185785
Profanity0.04892669
Threat0.009256045
Severe Toxicity0.013285006
Moderate 0.33504707 Moderate Con 0.392
Jan 27, 2026 Inside Canada's Indian Invasion...
tbh if much of the indian diaspora in canada are just indian muslims and indian christians then the canadians would be more happy as even just the indian christians alone are ppl that the native …
tbh if much of the indian diaspora in canada are just indian muslims and indian christians then the canadians would be more happy as even just the indian christians alone are ppl that the native canadians themselves can easily connect with due to canada's long term history as a christian majority country and canada once condemned india for killing sikhs in its own territory and idk how will the native canadians react if much of indian diaspora are the country's minorites such as muslims, christians, sikhs and etc rather than majority hindus and this is already something that kinda exists in canada although much of the indian diaspora unfortunately are just hindus rather than the country's minorities but ofc not telling im from india or not cuz im not willing to reveal what country im from ;-;
Identity Attack0.42615733
Insult0.16195811
Profanity0.072882555
Threat0.08856395
Severe Toxicity0.015996376
Moderate 0.32712606 Moderate Con 0.491 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Seems like most people like them, tbh I have no issue with indians but I would much rather have them in India and develop India, they need them badly
Seems like most people like them, tbh I have no issue with indians but I would much rather have them in India and develop India, they need them badly
Identity Attack0.3758158
Insult0.16053712
Profanity0.15107171
Threat0.030623792
Severe Toxicity0.018449519
Moderate 0.3245134 Moderate Con 0.462 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
What would white Canadians rather have? Indian immigrants concentrated in 1 city like Brampton or them spreading into many cities with smaller segregated communities?
What would white Canadians rather have? Indian immigrants concentrated in 1 city like Brampton or them spreading into many cities with smaller segregated communities?
Identity Attack0.36702603
Insult0.06652143
Profanity0.023789622
Threat0.007922632
Severe Toxicity0.008049011
Low Tox 0.2820025 Low Con 0.299
Nov 4, 2025 Inside Canada's Indian Metropolis (Brampton)
I actually worked at Tim Hortons(I'm a white guy), and there were literally so many Indians that they'd order each other around in Hindi. They'd only speak English to me and the customers. I had …
I actually worked at Tim Hortons(I'm a white guy), and there were literally so many Indians that they'd order each other around in Hindi. They'd only speak English to me and the customers. I had a shift coordinator in fact who would reflexively give me orders in Hindi, and would get a little ticked off and repeat it in Hindi, and then when it clicked that I'm the only non-Hindi speaker there, he'd give 1 word orders like "Garbage" or "Sinks". The owner of the Tim Hortons also said that if I was a little slow or needed extra training, they wouldn't fire me because they don't like to keep rotating workers around, and instead would rather just retrain them. I was a tad bit slow(only because I was precise and not violating health and safety standards), and they fired me in like 10 seconds. Like my second monthly review, I was fired. I have a feeling it largely had to do with the fact that I was not Indian and didn't speak Hindi, so therefore the shift coordinators had less tolerance for me.
Identity Attack0.27914262
Insult0.16831873
Profanity0.20483992
Threat0.015429466
Severe Toxicity0.014059683
Low Tox 0.2763787 Constructive 0.757 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
I would rather have an Indian majority over Somali. Indians are very nice people.
I would rather have an Indian majority over Somali. Indians are very nice people.
Identity Attack0.2839175
Insult0.070482984
Profanity0.06946823
Threat0.020436687
Severe Toxicity0.013478675
Low Tox 0.25462922 Constructive 0.522 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
Most of those "Indians" would tell you they aren't Indian but rather Punjabi (the latter being their ethnicity, whereas Indian was their former nationality).
Most of those "Indians" would tell you they aren't Indian but rather Punjabi (the latter being their ethnicity, whereas Indian was their former nationality).
Identity Attack0.28034934
Insult0.06459839
Profanity0.03915693
Threat0.00814271
Severe Toxicity0.0065231323
Low Tox 0.2043827 Moderate Con 0.395
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
It’s sad being a born Canadian and watching the land I love turn into an income battleground. Nobody wants to hire someone with the thought of training. They want people with experience but won’t give …
It’s sad being a born Canadian and watching the land I love turn into an income battleground. Nobody wants to hire someone with the thought of training. They want people with experience but won’t give the experience to those who lived here and need it. They’d rather hire someone from somewhere else that has experience and then fails to follow through as the born and raised person given the opportunity would. The amount I’ve seen white people fight to work and work fighting to keep their job burning themselves out when they’re easily replaceable by someone for a fraction of the cost and needing 3 people in their place since most immigrants are extremely lazy, especially after getting the pr. I’ve watched so many eastern Indians start to work full time. Hardly do anything until they get their card then drop off the map of actual work being done only to move to Ontario. Meanwhile I apply to countless jobs and don’t get one call back in 2 years with experience. Don’t even get me started on housing..
Identity Attack0.21668483
Insult0.06652143
Profanity0.025770858
Threat0.0083886795
Severe Toxicity0.0051498413
Low Tox 0.20195828 Constructive 0.643 Personal_Narrative
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
I am an Indian immigrant living on GTA. If I was forced to live in Brampton, I would rather go back to India than live in Brampton. The problem with Brampton is a subset of …
I am an Indian immigrant living on GTA. If I was forced to live in Brampton, I would rather go back to India than live in Brampton. The problem with Brampton is a subset of Indians that are easily recognizable and do not assimilate. Most of these specific subset come here as students and through family sponsorship ( not regular immigration stream). The students get false documents for their language and educational credentials. The politicians are also to blame for pondering for their votes. If there is one ethnic group that has the capacity to destroy Canada further in the future to a point of no return, it is this subset. Unfortunately most Canadians do not know this, and Indians as a general group are seen as the problem. Next time just ask them where in India these people are from, and soon you will know for yourself.
Identity Attack0.2308735
Insult0.071433455
Profanity0.02795705
Threat0.00948907
Severe Toxicity0.0062179565
Low Tox 0.20009702 Constructive 0.695 Personal_Narrative
Oct 26, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
1) Canadian politicians are running a Ponzi scheme - just keep bringing in more foreigners to pay for everybody else they already brought in 2) This immigration game was started after DeGaulle sparked Quebec separatism, …
1) Canadian politicians are running a Ponzi scheme - just keep bringing in more foreigners to pay for everybody else they already brought in 2) This immigration game was started after DeGaulle sparked Quebec separatism, and neither Ottawa nor Washington knew how to deal with this, other than to mass-import lots of foreigners in order to dilute the Anglo-French divide that was quickly turning toxic. Washington was not going to allow a new country to form on its northern frontier, potentially creating a new geopolitical fault line which could be exploited by the Soviet bloc. Therefore all the stops would be pulled out to rearrange the demographics of the suddenly fragile Canada. 3) This immigration game is just a human trafficking operation. Canada itself has been reduced to a human trafficking operation, originally to counter Quebec separatism, and then later the politicians just plain got addicted to importing new voters, rather than solving the problems of existing voters through good governance. 4) We're all up the creek without a paddle. Neither do I have any solutions to the current mess, nor do the people who made this video have any solutions. It's now like the weather - we can complain about it, but can't change it. Maybe Trump can solve it by breaking up Canada and turning pieces of it into new American states. I know - it's blasphemy - but... 5) *_I too am of Indian heritage,_* and have been a Canadian for over half a century.
Identity Attack0.105836816
Insult0.075868964
Profanity0.024062896
Threat0.009644418
Severe Toxicity0.004119873
Low Tox 0.18079062 Constructive 0.573 Unverified_Claim
Oct 2, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
One thing that always surprises me is that a lot of immigrants actually don't like mass immigration. I worked with a polish lady who complained more than anyone about the amount of polish people. I've …
One thing that always surprises me is that a lot of immigrants actually don't like mass immigration. I worked with a polish lady who complained more than anyone about the amount of polish people. I've met a lot of Turkish people and a few of them weren't best pleased with the amount of turkish people, and in this video an Indian man says there's too much of it too. Its not an uncommon sentiment among immigrants that they specifically came here for a change in culture, only for it to follow them here. Specifically surrounding politics, a lot of them leave because of the politics where they were, only to find its just as much of a problem here because so many bring those problems over with them rather than leaving them behind. Just to clarify though while I think immigration is obviously a big problem in its current state, I'm not at all against the idea of immigration in general. I care more about where people are going than where they're from. Its just very odd when you hear a strong accented polish lady walk passed complaining and swearing about all the polish people. I guess it does make sense though, if i imagine desperately wanting to leave home for Australia, it would obviously be disappointing to arrive after packing up my life savings to find out all of the people and all of the things were exactly the same as back home. Pretty sad when you think about it.
Identity Attack0.2127345
Insult0.054962315
Profanity0.07126612
Threat0.009981008
Severe Toxicity0.0062942505
Low Tox 0.17891699 Constructive 0.838 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
As an Indian, I would say no host country allow other country people to use their culture in their country that's it ,filter quality immigrants rather than collecting them as some numbers
As an Indian, I would say no host country allow other country people to use their culture in their country that's it ,filter quality immigrants rather than collecting them as some numbers
Identity Attack0.19495805
Insult0.053205602
Profanity0.025360947
Threat0.009696201
Severe Toxicity0.007171631
Low Tox 0.17805049 Constructive 0.562 Policy_Critique
Oct 9, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Would you rather have Indians or Somalis?
Would you rather have Indians or Somalis?
Identity Attack0.15517195
Insult0.028942931
Profanity0.029050145
Threat0.0101363575
Severe Toxicity0.005722046
Low Tox 0.16158698 Low Con 0.196 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
You know, Brampton even before trudeau was becoming basically little India, and most Canadians just said whatever let them have it, we kinda accepted it. But after trudeau with mass immigration and them taking over …
You know, Brampton even before trudeau was becoming basically little India, and most Canadians just said whatever let them have it, we kinda accepted it. But after trudeau with mass immigration and them taking over other cities its when it became a little too much and started to take over canadian culture. I had a friend visit from the u.s for the very first time, and we did some sight seeing, you know going to places around ontario that tourists would check out, went to niagra falls for the first time in maybe 10 years man it changed. It was 90% Indian people. She noticed it right away but didnt say anything, i said a lot of indians huh? and she said yeah didnt think canada was like this. When you think Canada its always been mulicultural, you just think of all ethnicities and people of different cultures but at the end of the day everyone was Canadian and they assimilated. Now you dont think of a multicultural country you think of an indian country thats changing the canadian culture and way of life and not in a good way. Identity is being taken away and it needs to stop. Canada needs to take notes from Poland before its too late. Poland closed their doors and guess what? economy went up, crime rate went down, people are happier. Canada opened the doors, crime rate shot up, economy crashing, more homelessness then ever and so on. Not saying its specifically Indian people, its the amount coming in and how they adopt canadian culture but instead bring their culture and trye changing the country to fit them rather then fitting in with an already established country and culture.
Identity Attack0.06567776
Insult0.07935401
Profanity0.026590679
Threat0.007353018
Severe Toxicity0.004005432
Low Tox 0.15987846 Constructive 0.758
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
One thing to highlight with not seeing any homeless Indians in that first seen is not that Indians are causing others to be homeless - rather, they are willing to help family out to prevent …
One thing to highlight with not seeing any homeless Indians in that first seen is not that Indians are causing others to be homeless - rather, they are willing to help family out to prevent homelessness! When we first came here (20+ years ago from Ethiopia), we couldn’t find work and faced homelessness. Our extended family came thru and let the 4 of us stay in a small 1 bedroom in the basement until we could get on our feet. By having a room to be safe in, we avoided a lot of the consequences of homelessness that would have made getting back on our feet exponentially difficult. What I have found shocking now to see as a Canadian of 20+ years is my non-immigrant Canadian friends who will watch quietly as their family members fall under the poverty line and towards homelessness, avoiding inviting them in to not “disrupt their peace” at home. I’ve had random family of friends stay with me in hard times to avoid them being on the street while my generally kind friends (at least to others!) did not take them in. This individualistic mindset of the West really means if you have a low point in life, you will plummet to rock bottom…. Ofc homelessness and poverty is multifaceted but a more collective approach to community would also reduce the burden!
Identity Attack0.17614605
Insult0.060927123
Profanity0.021466793
Threat0.008414571
Severe Toxicity0.004787445
Low Tox 0.1587729 Constructive 0.879
Oct 25, 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.