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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 liked the white guy …" 54 comments · Page 2 of 3
2:30 at this point he is just rage baiting and i also fall for this, when the guy said punjab next shot you get this dirtiest street i mean point are you making here all …
2:30 at this point he is just rage baiting and i also fall for this, when the guy said punjab next shot you get this dirtiest street i mean point are you making here all of punjab look like this, with that logic i can show you probably dirtier steet than this in Toronto. first he made poop festival video which are unknown from 99.99% of indian and painted as it is celebrated like holi and Diwali, i can also give the weirdest festival around the global that you never imagined and why did he made video about poop tasting and throwing festival that are celebrated in texas because he wil not get the clout, there are hundreds of thousands of video about white guy pooping on road,street and randomly showed up at seven 11 store pooped and left, and we love you canada so much why millions of Canadian come india for health checkup and medical treatment. Whites are born hypocrites for centuries they colonies india and other part of world snatch their resources for themselves that time they were enjoying and now other peoples came their country and contributing to their economy for that they are crying
Identity Attack0.29798782
Insult0.36798462
Profanity0.2980872
Threat0.146441
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.519 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Bro indians in india can legit buy the fat white guy as a foot rest. I dont think anyone would want to tho. Edit: not his fault tho. Just like how its not my fault …
Bro indians in india can legit buy the fat white guy as a foot rest. I dont think anyone would want to tho. Edit: not his fault tho. Just like how its not my fault for not being able to run as fast as Bolt, its not his fault for being DENSE(not in the physical sense of course, for he is NOT physically dense, for his mass/volume ratio is low-just like his iq)
Identity Attack0.46028158
Insult0.4534306
Profanity0.2659699
Threat0.032005094
Severe Toxicity0.026936848
Moderate 0.47119883 Constructive 0.527 Humor_Satire
Feb 19, 2026 Inside Canada's Indian Invasion...
The white guy on the bike is extremely racist. You shouldn’t give people like him a platform with no facts to back up what he is saying. He is riding a bike in the winter …
The white guy on the bike is extremely racist. You shouldn’t give people like him a platform with no facts to back up what he is saying. He is riding a bike in the winter , probably unemployed
Identity Attack0.48915586
Insult0.42567953
Profanity0.10054382
Threat0.010783645
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.3 Moral_Argument
Feb 7, 2026 1 likes Inside Canada's Indian Invasion...
Whats not fair is that they came here for a better life and now our quality of life has suffered. Every person will tell you how things have changed negatively because of the Indians, Punjabi's …
Whats not fair is that they came here for a better life and now our quality of life has suffered. Every person will tell you how things have changed negatively because of the Indians, Punjabi's and Pakistanis. None of them aligns with Canadian values. I feel its very rude and nerve-racking of them to come here and then try to change our culture to look like what they just came from. They are a dirty people. They have no rules when it comes to cleanliness in their food factories. They literally use their filthy feet to help in the preparation of food that is shipped to Western countries. Its a common agreement that we dont want them here. Even natural-born Indians dont want them here. They know how disgusting their hygiene practises are. I went to an indian resteraunt with a friend of mine and i could see into the kitchen and the guy who was cooking was barefooted and as he came to deliver the food he slid into a pair of slippers. I asked him if he was cooking in bare feet and he lied saying OHHH no maam and then he lifted his foot. I looked at my friend and said this is grose and im going to McDonalds. And everyone in Mcdonalds was Indian too. FUCC that. Canada doesnt even look Canadian anymore. We honestly look Asian and its the Liberals who are doing it. Get rid of White Canadians. Bring in Dumb down indians and they will never lose another election
Identity Attack0.48990932
Insult0.48313886
Profanity0.18049006
Threat0.01254427
Severe Toxicity0.023552058
Moderate 0.45921504 Constructive 0.639
Jan 27, 2026 Inside Canada's Indian Invasion...
A lot of this is racist. There's also a lot of hypocrisy. You white people invade the United States of America and Canada coming in by the thousands and completely took over both countries, and …
A lot of this is racist. There's also a lot of hypocrisy. You white people invade the United States of America and Canada coming in by the thousands and completely took over both countries, and then you sit here and complain that you're being invaded. Are you guys for real. You invaded first, so you don't have a right to complain. You know who else felt like strangers in their own country? The native Canadians and the Native Americans.
Identity Attack0.4907465
Insult0.41767508
Profanity0.06796519
Threat0.009048914
Severe Toxicity0.021419114
Moderate 0.45751464 Constructive 0.511 Moral_Argument
Feb 28, 2026 3 likes Inside Canada's Indian Invasion...
This video is aimed and targeted to profile and promote racial hatred. Canada is an immigrant country with diverse ethnic cultures. There are more than 500 mosques and a lot of synagogues, ukrainian churches as …
This video is aimed and targeted to profile and promote racial hatred. Canada is an immigrant country with diverse ethnic cultures. There are more than 500 mosques and a lot of synagogues, ukrainian churches as well. I cannot believe people are choosing to ignore the fact that a guy spews hatred towards black and brown people. It’s the governments job to take care of the mess they made, you don’t go calling a country’s citizens “they eat poop” white dude. Yes there can be shady people, just like some white shady dudes in LA and NYC. Let’s not forget Peter’s videos on the appalachians of the white lowlifes. A sikh cultural centre is NOT a temple. punjabis are not hindus. If you are taking documentaries atleast take it right, not biased.
Identity Attack0.44690517
Insult0.42367843
Profanity0.29209393
Threat0.020609349
Severe Toxicity0.023317307
Moderate 0.44002727 Constructive 0.534
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Tyler I love your channel, but the reason some people accuse you of not doing journalism and being racist is because of things like how much you focused on that racist white guy on a …
Tyler I love your channel, but the reason some people accuse you of not doing journalism and being racist is because of things like how much you focused on that racist white guy on a bike. Why would you include him saying black people from subsaharan Africa are dumb when it has nothing to do with this video? You could have just included his perspective on Indians but you gave him so much time to go on a tangent and a racist rant.
Identity Attack0.46028158
Insult0.43296707
Profanity0.22663295
Threat0.012026439
Severe Toxicity0.023076924
Moderate 0.43230394 Constructive 0.717 Meta_Commentary
Feb 22, 2026 Inside Canada's Indian Invasion...
They work hard and beat everyone. Everyone across the world.k own they are top Doctors in the US and in Canada, top lT engineers. They sell amongst themselves WFT? They come here to study and …
They work hard and beat everyone. Everyone across the world.k own they are top Doctors in the US and in Canada, top lT engineers. They sell amongst themselves WFT? They come here to study and invest millions.and millions into the economy they do shop at some Indian stores, but MOSTLY at Canadian groceries, furniture and electronics, Just like the Holland loser or the Portugese guy shops at Portugese to get their country stuff their - AND THEY PAY TAXES THANK YOU! HIGHER TAXES BECAUSE THEY ARE MORE DUCATED AND EARN BETTER THAN THESE RACIST BUMS. CHECK YOUR UNEMPLOYED WHITE GUY he is the one that doesn't pay taxes or contribute and collects welfare or begs for money! THATS THE FACTS, not the hatred portrayed here that should be reported.
Identity Attack0.2331515
Insult0.42167732
Profanity0.3597395
Threat0.028379176
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.535
Oct 10, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
9:29 Dude what are you harrassing that guy? Why did you come here ? He didn't come here coz of you. He came here for his reasons okay. That's like me holding up your collar …
9:29 Dude what are you harrassing that guy? Why did you come here ? He didn't come here coz of you. He came here for his reasons okay. That's like me holding up your collar for every crime commited by white people across Americas its like you're trying to provoke people against each other
Identity Attack0.38215697
Insult0.21368977
Profanity0.19278693
Threat0.05721026
Severe Toxicity0.023076924
Moderate 0.42129645 Constructive 0.543
Jan 17, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
😮the guy with the bike is very basic…. Not an ounce of intelligence in there👀…. He’s an immigrant….I feel for the native Canadians having to see their beloved country experience a second wave of colonisation …
😮the guy with the bike is very basic…. Not an ounce of intelligence in there👀…. He’s an immigrant….I feel for the native Canadians having to see their beloved country experience a second wave of colonisation … the white Canadians are immigrants just like the Indians 🙄
Identity Attack0.46028158
Insult0.34782293
Profanity0.037904397
Threat0.008582866
Severe Toxicity0.01935331
Moderate 0.41168427 Moderate Con 0.394 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
im lucky i got caught in the jewish neighborhood near me bc now im in the middle of their neighborhood bc the rest of the city is looking like what the guy in the bike …
im lucky i got caught in the jewish neighborhood near me bc now im in the middle of their neighborhood bc the rest of the city is looking like what the guy in the bike is describing... the states and cities surrouding me as well. With karen feminists making sure they destroy the rest of us and having the white men escape to find their kryptonite the tight asians im about the go study the torah to make sure i have atleast half italian kids that can look like me.
Identity Attack0.48915586
Insult0.2659317
Profanity0.22592722
Threat0.071698055
Severe Toxicity0.023076924
Moderate 0.3974717 Moderate Con 0.428 Fear_Threat
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
As someone from Ottawa Canada who goes to Toronto often, yes there are a lot of Indians in our country and my gripe comes down to how they overrun traditional fast food places we grew …
As someone from Ottawa Canada who goes to Toronto often, yes there are a lot of Indians in our country and my gripe comes down to how they overrun traditional fast food places we grew up on, but since they have no attachment to it they half ass and don’t make things up to par and make it seem like they’re doing you a favor when you’re paying. So many places are ruined because of this, not just Tim Hortons. However, Tyler postured this as if this is a recent epidemic when Brampton has BEEN known for a lot of Indian immigrants starting in the late 80s and 90s- maybe he mentions this and I missed it or I haven’t got to it yet as I’m midway through the video… Toronto and its areas are very diverse and have been for a long time. Nearby from Brampton in Markham that’s where a lot of Chinese are and you can see it by the business types and you see Chinese lettering under English writing in some places. So why is Tyler acting like this is a rapid epidemic that just started? To ramp you guys up. Again, not denying the fact we have a ton of Indians and have taken in more than ever in the recent years, but these weren’t calm white places that have been overrun like in some of your other videos in Europe, etc.
Identity Attack0.316
Insult0.36798462
Profanity0.33453682
Threat0.011405042
Severe Toxicity0.023076924
Moderate 0.38601747 Constructive 0.802 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
Dude, you could show something bad as a result of this. All you showed are some disgruntled white people. Like, how is this having a negative impact? So far the biggest complaint seems to be …
Dude, you could show something bad as a result of this. All you showed are some disgruntled white people. Like, how is this having a negative impact? So far the biggest complaint seems to be “they trade among themselves”. And that “themselves” include anyone who trade with them as the Pakistani guy said. So white people used to trade among themselves and having a system tilted towards them was “great” but brown people doing the same is bad? So just pure and simple xenophobia? Or is it “bad” in any measurable outcome? Economy, crime, employment?
Identity Attack0.43896464
Insult0.27558193
Profanity0.12286829
Threat0.012181788
Severe Toxicity0.017803956
Moderate 0.37751234 Constructive 0.539
Sep 21, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
yeah the one white guy said it very correctly- "They just have low inteligence" yeah actually most of our people whethere they are rich or poor they act like they are the one. Our people …
yeah the one white guy said it very correctly- "They just have low inteligence" yeah actually most of our people whethere they are rich or poor they act like they are the one. Our people have a kind of attitude. That attitude is harming others also.
Identity Attack0.39461556
Insult0.26957804
Profanity0.07870171
Threat0.011379151
Severe Toxicity0.012962224
Moderate 0.37751234 Constructive 0.65 Identity_Assertion
Jan 28, 2026 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)
That one white guy went OFF on Africans, like some of the things he said I haven't heard before but it's pretty interesting
That one white guy went OFF on Africans, like some of the things he said I haven't heard before but it's pretty interesting
Identity Attack0.4453683
Insult0.13969865
Profanity0.15724123
Threat0.05268431
Severe Toxicity0.02077355
Moderate 0.36867723 Moderate Con 0.389 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
How many Whites works in tim Hortons..... Um yeah zero 😂😂😂 buddy on the bike is a real one respect bud my kinda guy we need more bike guys like him 😅😅😂😂
How many Whites works in tim Hortons..... Um yeah zero 😂😂😂 buddy on the bike is a real one respect bud my kinda guy we need more bike guys like him 😅😅😂😂
Identity Attack0.3758158
Insult0.1342682
Profanity0.094219476
Threat0.020091362
Severe Toxicity0.018836858
Moderate 0.3389984 Constructive 0.585 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
i liked the white guy on the bicycle. i agree with all of his opinions
i liked the white guy on the bicycle. i agree with all of his opinions
Identity Attack0.36702603
Insult0.082372494
Profanity0.08613731
Threat0.060443077
Severe Toxicity0.02116089
Moderate 0.3281604 Moderate Con 0.408 Meta_Commentary
Feb 14, 2026 Inside Canada's Indian Invasion...
These guys said no to me for working... like the amount of nos cause I was white. Ya. Ok. In my own country. It hard to get work!
These guys said no to me for working... like the amount of nos cause I was white. Ya. Ok. In my own country. It hard to get work!
Identity Attack0.37953663
Insult0.123407245
Profanity0.096482486
Threat0.010731863
Severe Toxicity0.013607788
Moderate 0.3281604 Constructive 0.521 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
"Let's see how many white people work here" . Tyler..you Americans are a land made of immigrants. You guys been mixed from the very beginning, what does it matter to you that others want to …
"Let's see how many white people work here" . Tyler..you Americans are a land made of immigrants. You guys been mixed from the very beginning, what does it matter to you that others want to go to America too? Why does the colour of their skin matter to you? Do you really believe that all your ancestors who came to America from different countries didn’t bring their culture with them? And don’t you think that all these different cultures shaped America into what it is today? I am not American, and I would never leave my country for America. As an outsider, it feels strange to watch Americans portray other people—who want to immigrate to the country just like your own ancestors did—as inferior. In my eyes, you are exactly the same, no one is better than the other. It surprises me that a country like America shows hostility toward others who, just like them, are immigrants. And then you go to a other country with that very same mindset. No matter if Canada or America, remember that your not a native, so why judge people so hard, for trying to do the same thing like you did. You are not a native either.
Identity Attack0.36702603
Insult0.16195811
Profanity0.05243378
Threat0.008919456
Severe Toxicity0.012833111
Moderate 0.31963667 Constructive 0.763 Moral_Argument
Feb 8, 2026 Inside Canada's Indian Invasion...
I live in Brampton it's bad, at least I live in the southern part where it's not quite as infested, but it's still bad. We used to play spot the white guy driving up the …
I live in Brampton it's bad, at least I live in the southern part where it's not quite as infested, but it's still bad. We used to play spot the white guy driving up the 410, and that was like 15 years ago.
Identity Attack0.32768643
Insult0.15485314
Profanity0.09292633
Threat0.014048163
Severe Toxicity0.013091337
Moderate 0.30464804 Constructive 0.653 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
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...
This is a great mini doc that takes time to hear out all sides. It's interesting how white immigrants see themselves on a higher tier, the Polish guy was saying Indian immigrants all get hotels- …
This is a great mini doc that takes time to hear out all sides. It's interesting how white immigrants see themselves on a higher tier, the Polish guy was saying Indian immigrants all get hotels- totally untrue! If you compare how the anti-immigrant ppl are speaking vs the immigrants you can see which side the hatred is coming from. I like when the Sikh temple leader tells him we see eachother as the same, we are all human- this strongly counters the thoughts ppl have on Indians clinging to their own. Ofc not all think like him
Identity Attack0.31307843
Insult0.113185234
Profanity0.08128801
Threat0.013269233
Severe Toxicity0.010375977
Low Tox 0.27525392 Constructive 0.831
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s very interesting because Indians seem to be more thick skinned than Canadians in general, so even white ppl’s reservations or microaggressions don’t register to them and they just keep expanding on positivity. I’ve met …
It’s very interesting because Indians seem to be more thick skinned than Canadians in general, so even white ppl’s reservations or microaggressions don’t register to them and they just keep expanding on positivity. I’ve met many Indian people in Canada and it almost seems like they’re so positive and community minded that they think it’s small minded to be stingy about sharing space, which can clash with the general reserved nature of Canadians but also make you feel embarrassed in a way about being judgmental. You even see it in this video with the white guy asking judgey questions to Indians but he gets showered with food and hospitality from the Indians. No matter how you fight it you kind of get overpowered by their positivity…
Identity Attack0.316
Insult0.15485314
Profanity0.062454045
Threat0.008815889
Severe Toxicity0.008468628
Low Tox 0.27412915 Constructive 0.76 Moral_Argument
Oct 9, 2025 Inside Canada's Indian Metropolis (Brampton)
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at 2:50 was purhaps the most honest 'white' guy you will meet. The fact is Indians didn't take over, the upper class just decided to move north to Bolton or more west to the Halton area. Over time enough Indians replaced them to basically take over important roles like police officers and political positions. Eventually just like East Asians have Markham and parts of Scarborough, the south Asians had a high enough population for Brampton to be considered their home turf. Eventually though it was the student visas that drove Canadians crazy. Millions of students in record time and I believe there was an additional 4 million who came on temporary work visas during covid, eventually Canadians got annoyed. Personally I don't see any problem with it as long as we keep building apartments and homes for the new immigrants to rent and live it doesn't bother me. I would like to see three times more immigration especially from Europe as this country is super underpopulated and we need people to open factories and build companies that will strengthen Canada as a whole and employ our own not just send money back to their countries. So its not an invasion we just need come to a place of understanding and learn to work together. I will finish with the one negative; there truly is a massive lack of assimilation and this may prove to be more of a problem than we realize but I won't go into it. Stay strong my Punjabi friends 👳🏿
Identity Attack0.293411
Insult0.123407245
Profanity0.06596114
Threat0.012285355
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.875 Personal_Narrative
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.