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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: "😂 So racist people are …" 335 comments · Page 10 of 14
This almost feels like the borat social experiment. So openly racist and not caring , its just downright disgusting , diversity is what makes canada strong and having lived on every province , there is …
This almost feels like the borat social experiment. So openly racist and not caring , its just downright disgusting , diversity is what makes canada strong and having lived on every province , there is things i would change but im glad people are building new lives here and finding it safe, dont blame all your problems on immigrants and then call it based. Thats just a excuse.
Identity Attack0.24970764
Insult0.37392882
Profanity0.057944927
Threat0.0074954215
Severe Toxicity0.009613037
Moderate 0.37751234 Constructive 0.622 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
Guy on the bike is just racist, Eritrean’s are literally the nicest people. His stats on “iq” don’t make sense either. Mass immigration does not have to be approached in a racist manor.
Guy on the bike is just racist, Eritrean’s are literally the nicest people. His stats on “iq” don’t make sense either. Mass immigration does not have to be approached in a racist manor.
Identity Attack0.36803186
Insult0.33964422
Profanity0.06295506
Threat0.008155655
Severe Toxicity0.012962224
Moderate 0.37751234 Moderate Con 0.446 Moral_Argument
Jan 29, 2026 2 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...
oh wow........ (as someone who grew up in Vancouver...... aka "HongCouver" ......... you gotta come visit HONG-COUVER some day and do a video on how chinese are taking over the greater Vancouver area, NOT EVEN …
oh wow........ (as someone who grew up in Vancouver...... aka "HongCouver" ......... you gotta come visit HONG-COUVER some day and do a video on how chinese are taking over the greater Vancouver area, NOT EVEN JUST VANCOUVER CITY....... ITS EVERY SINGLE CITY within a 1-2 hour drive outside of Vancouver City................. THEY LITERALLY ARE TAKING OVER....... and I am NOTTT a racist person........ but man..... its not the same vancouver that I grew up in I tell you that, MY SON IS ONE OF ONLY 6 WHITE KIDS IN HIS ENTIRE SCHOOL (a elementary school of 400-450 kids BY THE WAY)...................... since grade 1 (he is now in grade 3) ........ HE HAS BEEN THE ONLY WHITE KID IN HIS CLASS SINCE HE STARTED GOING TO SCHOOL THERE................. AND AGAIN!!!!!!!!! NOTHING WRONG WITH CHINESE OR ASIAN PEOPLE................. I JUST CAN NOT HELP BUT WONDER THAT 15-30 YEARS FROM NOW............. IS THERE GOING TO BE ANYYYYY WHITE PEOPLE LEFT HERE????????? MY THOUGHTS ARE NO........ WHITE PEOPLE WILL BE LESS THEN 5%
Identity Attack0.38185352
Insult0.25800487
Profanity0.0887236
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.37751234 Constructive 0.606 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
The larger issue you don’t seem to understand or convey in your video is the fact that this racist and ignorance-fuelled behaviour becoming so normalized without thinking about the deeper issues at hand trickles into …
The larger issue you don’t seem to understand or convey in your video is the fact that this racist and ignorance-fuelled behaviour becoming so normalized without thinking about the deeper issues at hand trickles into society at large is it eventually seeps into racism in general towards other cultures (although it’s not right towards any culture or ethnicity). Basically if you’re not white or white passing people become less inclusive or accepting, or write you off thinking you’re a foreigner (have seen this being experienced by a lot of Canadian born friends). This is all in all a reflection of the failing critical thinking skills in our society and dumbing down of our culture. If you think you’re gonna sit cushy and you’re safe because you’re not one of the indians, well you just might be next! People have lost empathy and decency. A lot of the videos posted online are exaggerated posts to garner views and engagement, but it’s not necessarily the truth.
Identity Attack0.34324843
Insult0.35677677
Profanity0.12727508
Threat0.010783645
Severe Toxicity0.01935331
Moderate 0.37751234 Constructive 0.708 Moral_Argument
Feb 8, 2026 1 likes Inside Canada's Indian Invasion...
I dont think all east indians are terrible an i cant believe the racistness of canada ..we can screen better a send people back if their criminal but if their obeying the laws an just …
I dont think all east indians are terrible an i cant believe the racistness of canada ..we can screen better a send people back if their criminal but if their obeying the laws an just living life..im ok with that as long as their not criminals
Identity Attack0.40447855
Insult0.30326313
Profanity0.0715894
Threat0.010757755
Severe Toxicity0.015867263
Moderate 0.37751234 Constructive 0.684 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Honestly, if yt Canadians weren't so racist, Indians would'nt have had the opportunity to take over. But as soon as they see Indians or other non whites moving into the neighborhood, they pick up and …
Honestly, if yt Canadians weren't so racist, Indians would'nt have had the opportunity to take over. But as soon as they see Indians or other non whites moving into the neighborhood, they pick up and leave. This created space for the Indians to come in and occupy. Now, the Indians have bought up all the businesses and houses from where the yts have flee. Now the yt people see the Indians thriving and giving jobs to their own kind, discriminating just like the yt people do, and this makes the yt people upset. Two very arrogant, egotistical, and entitled kinds of people.
Identity Attack0.44690517
Insult0.27969417
Profanity0.08064143
Threat0.011120236
Severe Toxicity0.017158391
Moderate 0.37751234 Constructive 0.542 Identity_Assertion
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
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...
I use to live in brampton and I'm white. When I was attending school people were racist to me, thats how bad it is. Mind u I have friends who are indian so I got …
I use to live in brampton and I'm white. When I was attending school people were racist to me, thats how bad it is. Mind u I have friends who are indian so I got nothing against them it's just they can be so mean and racist.
Identity Attack0.40158966
Insult0.25998658
Profanity0.17241211
Threat0.010990778
Severe Toxicity0.017481172
Moderate 0.37576625 Constructive 0.742 Personal_Narrative
Feb 5, 2026 1 likes Inside Canada's Indian Invasion...
People need to stop saying we are losing our culture. This is a brainwashed technique into none action because we think there is still time. Once we accept that our way of life is gone, …
People need to stop saying we are losing our culture. This is a brainwashed technique into none action because we think there is still time. Once we accept that our way of life is gone, then it's time to get it back. Let's be honest as an immigrant. The biggest pushback I've ever got for the observation of truth is from white liberals. I've been called racist for defending whites.
Identity Attack0.44690517
Insult0.2469859
Profanity0.079025
Threat0.0103175985
Severe Toxicity0.01302678
Moderate 0.37340668 Constructive 0.625 Identity_Assertion
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Bro goes into store let’s see how many white people are here, sees not one like that’s a bad thing. I like this dudes videos but idk man just as negative as the news in …
Bro goes into store let’s see how many white people are here, sees not one like that’s a bad thing. I like this dudes videos but idk man just as negative as the news in my opinion. And first time I’m saying this a bit racist
Identity Attack0.3817989
Insult0.14874944
Profanity0.16217725
Threat0.016810767
Severe Toxicity0.01986976
Moderate 0.3722269 Constructive 0.546 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I’m worried that, if Canada imports a racial underclass, Canada will become racist in the same way Americans are racist. Right now, the sketchy people, the criminals and the addicts, aren’t so much racially distinct …
I’m worried that, if Canada imports a racial underclass, Canada will become racist in the same way Americans are racist. Right now, the sketchy people, the criminals and the addicts, aren’t so much racially distinct from everyone else. But, if non-white people acquire a collective reputation as unemployed, criminal, poor or otherwise sketchy, whether due to immigration or something else, Canadians (white or non-white) are going to associate racial non-whiteness with low status, sketch, lumpenprol. And once people make that association forms, Canada is going to become a much worse place for all brown people.
Identity Attack0.4139151
Insult0.28997475
Profanity0.04792466
Threat0.009799767
Severe Toxicity0.015996376
Moderate 0.37073207 Constructive 0.594
Jun 17, 2025 How Canada broke its immigration …
Canada is a country built of immigrants, Indian, Chinese, Arab AND white people AND much more. Can we stop this racist narrative in 2026. There are bigger problems in the world, and if your neighbour …
Canada is a country built of immigrants, Indian, Chinese, Arab AND white people AND much more. Can we stop this racist narrative in 2026. There are bigger problems in the world, and if your neighbour being indian is bothering you, you need to look around and rethink your priorities.
Identity Attack0.44690517
Insult0.20434737
Profanity0.026180768
Threat0.008194493
Severe Toxicity0.01322045
Moderate 0.37073207 Constructive 0.573 Moral_Argument
Jan 27, 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)
White people : we are not racist White people :
White people : we are not racist White people :
Identity Attack0.40713623
Insult0.12159709
Profanity0.10735235
Threat0.009100696
Severe Toxicity0.018191293
Moderate 0.3666224 Low Con 0.272 Humor_Satire
Feb 13, 2026 3 likes Inside Canada's Indian Invasion...
As usual so many racist comments. Canada is a melting pot. Do you think most of the white people are Canadian for 1000 years and not first/2nd/3rd generation immigrant themselves like from Italy, Greece, Portugal, …
As usual so many racist comments. Canada is a melting pot. Do you think most of the white people are Canadian for 1000 years and not first/2nd/3rd generation immigrant themselves like from Italy, Greece, Portugal, Ireland, etc.? Anyway, I enjoyed the video. Brampton seems like a mini Punjab/ mini India. And driving over there is bad is true but why do the police and authorities don't do anything about it? Easy money from fines.
Identity Attack0.39870077
Insult0.25602314
Profanity0.031641733
Threat0.007547205
Severe Toxicity0.013414118
Moderate 0.3625127 Constructive 0.747 Moral_Argument
Feb 7, 2026 1 likes Inside Canada's Indian Invasion...
They kept us quiet by threatening us with the label of "racist" but now white people are fed up and now I don't care if you call me a racist because to me that only …
They kept us quiet by threatening us with the label of "racist" but now white people are fed up and now I don't care if you call me a racist because to me that only means that I am standing up for MY RACE and MY RACE made this country and MY RACE developed this country and MY RACE made the values that once made this country great and now I am ashamed of what the politicians have done to my once great country. The reason the birth rate dropped to nothing is because people can't afford children anymore, the cost of living is way to high to afford children.
Identity Attack0.38176915
Insult0.24928534
Profanity0.0961592
Threat0.013528148
Severe Toxicity0.017029278
Moderate 0.3625127 Constructive 0.524 Identity_Assertion
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
The comments on this video makes me sick. As a Canadian it genuinely disturbs me to read all the extremely racist rhetoric from people who I think better of. None of this video had any …
The comments on this video makes me sick. As a Canadian it genuinely disturbs me to read all the extremely racist rhetoric from people who I think better of. None of this video had any facts or anything. He just interviewed a racist guy on a bike and suddenly everyone thinks that is fact? If you actually did any real research, immigration has stimulated the Canadian economy immensely whether or not people want to believe it. And multiculturalism and sharing cultures will never be a bad thing. Racism will never be okay for Canadians. Stop it.
Identity Attack0.25309357
Insult0.3388922
Profanity0.057944927
Threat0.009204263
Severe Toxicity0.013285006
Moderate 0.36095104 Constructive 0.708 Moral_Argument
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
All these comments are correct. We are all sick and bloody tired of what is going on in once a beautiful country here in cal Gary Alberta Canada, especially the Northeast quadrant of the city. …
All these comments are correct. We are all sick and bloody tired of what is going on in once a beautiful country here in cal Gary Alberta Canada, especially the Northeast quadrant of the city. It is nothing but people from India. They're Punjab, people from Nigeria, Africa, and the Philippines, and in my experience. I am a blind, white single woman who owns my condo and a perfect parking spot for 8 years. I have bean horrifically harassed, buy these people. Because I would not bow down to their demands to give them my parking stall. They used the Calgary city police as weapons against me. Calling them and telling them I am a child molester, because I was Videoing in public videoing, taking evidence Of what is going on around here? Witches, my constitutional right? They called the cops telling them, I am a racist, a drug dealer, and a killer. They almost we're successful in having my nephew arrested telling the police that he hit their little cockroaches. With his car, the black cop that I invited into my home stupidly. Was Very hot and waning arrest both of us, but there was no damage on the car. No damage on their little cockroaches, no charges, but the black cop 2 hours later cold because he wanted my nephew's license plate number. He was probably trying to catch him driving dirty, but never called back. So he didn't find anything. These people have threatened to shoot me. They have threatened big consequences. They have threatened to slap the f out of me. They have threatened to pop the pimples out of my eyes. And when they found out that I was blind, that's when they ramped up the harassment, the cops did nothing about the threats towards me when they told the cops that we I threatened to kill them. They are the ones that threaten to chop my nephew and his dog up. The cops never did anything about their threats. They told me to stay in my unit for safety or move for my safety. The condo corporation refuses to do anything as well. So if anyone nose a good civil rights lawyer, please reply to me. Because I fear for my life, this is no joke and because I have to move. I will have a good case to sue the condo corporation as I feel unsafe. These people from these countries do not like people. With disabilities, they believe that we are a curse and that we are a waste of society.
Identity Attack0.3780483
Insult0.32682732
Profanity0.14402086
Threat0.02250864
Severe Toxicity0.019998873
Moderate 0.36095104 Constructive 0.759 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
In the USA, a video like this would change policy. In Canada, people are going to say Tyler is a racist bigot. That Canada needs immigrants and love diversity. Canada is too far gone. 51st …
In the USA, a video like this would change policy. In Canada, people are going to say Tyler is a racist bigot. That Canada needs immigrants and love diversity. Canada is too far gone. 51st solution NOW
Identity Attack0.27340925
Insult0.35677677
Profanity0.027547138
Threat0.00789674
Severe Toxicity0.010375977
Moderate 0.36095104 Moderate Con 0.333 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Really people can't being human it feels that why cant anyone stop being racist
Really people can't being human it feels that why cant anyone stop being racist
Identity Attack0.28034934
Insult0.25404143
Profanity0.14930901
Threat0.011482717
Severe Toxicity0.018449519
Moderate 0.36095104 Low Con 0.291 Moral_Argument
Feb 7, 2026 2 likes Inside Canada's Indian Invasion...
I haven't even got 6 minutes in and the white dude on the bike has said something racist, so matter of factly, about at least 8 groups of people.....
I haven't even got 6 minutes in and the white dude on the bike has said something racist, so matter of factly, about at least 8 groups of people.....
Identity Attack0.39334553
Insult0.20201176
Profanity0.057944927
Threat0.010032792
Severe Toxicity0.013607788
Moderate 0.36095104 Moderate Con 0.419 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Whenever someone tries to strike up a racist conversation with me about immigration I say "I know what you mean, Canada needs more black people right?"
Whenever someone tries to strike up a racist conversation with me about immigration I say "I know what you mean, Canada needs more black people right?"
Identity Attack0.44690517
Insult0.1505596
Profanity0.044668075
Threat0.007586042
Severe Toxicity0.011520386
Moderate 0.3561489 Constructive 0.549 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
Look how peaceful they are. They are model citizens. Your issue with them stems from their skin color and different culture which is just racism. The real problem is the government allowing too many people …
Look how peaceful they are. They are model citizens. Your issue with them stems from their skin color and different culture which is just racism. The real problem is the government allowing too many people in. It’s not an Indian issue. Racists want you to think that way but Indians are not a problem. There is a entire ecosystem benefits from illegal immigration: 1) Fake schools and colleges who promise fake degrees 2) Vote-bank politicians on both sides 3) Companies that steal their identities, cram them into small apartments, and use these undocumented immigrants as modern slaves 4) Agencies that forge fake documents for illegals in exchange of money 5) Even legal colleges benefits, because legal immigrants pay a premium on top of college fees, and students also pay rent. 6) There is whole lobby who is funded by all of these Here’s a simple solution: Why not vote for someone who will reduce immigration, rather than being a racist? The whole world is watching. Pakistani saying Indian don't assimilate is f&^king funny. This is prime example how white people are just clueless. Pakistan and India are enemies. we had a 3 day war 4 months ago. Why are you asking pakistani anything about Indians ?
Identity Attack0.38185352
Insult0.24493282
Profanity0.14666493
Threat0.015774792
Severe Toxicity0.020257099
Moderate 0.3561489 Constructive 0.63 Policy_Critique
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Wow, it's like the powers that be in Canada for the last 10 years drilled into people's heads on social media, that being a racist is worse than being a murderer, and then proceeded to …
Wow, it's like the powers that be in Canada for the last 10 years drilled into people's heads on social media, that being a racist is worse than being a murderer, and then proceeded to flood the country with immigrants from India and hope that people would self-censor and not say anything.
Identity Attack0.28034934
Insult0.32211447
Profanity0.02522431
Threat0.030278467
Severe Toxicity0.012207031
Moderate 0.34757367 Moderate Con 0.411 Unverified_Claim
Jan 28, 2026 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.