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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: "Can you make a video …" 181 comments · Page 2 of 8
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...
This guy love making racist videos 😢
This guy love making racist videos 😢
Identity Attack0.37507164
Insult0.34135336
Profanity0.20016506
Threat0.036149003
Severe Toxicity0.024678862
Moderate 0.55739564 Low Con 0.262 Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
IM CONVINCED THIS DUDE IS NOW AGAINEST IMMIGRANTS AND ITS SAD I WAS A FAN AND HOW HES MAKING EVERY VIDEO THAT IMMIGRANTS ARE THIS VIOLATE PEOPLE WHICH IMMIGRANTS ARE LEGAL AND HES RAGE BAITING …
IM CONVINCED THIS DUDE IS NOW AGAINEST IMMIGRANTS AND ITS SAD I WAS A FAN AND HOW HES MAKING EVERY VIDEO THAT IMMIGRANTS ARE THIS VIOLATE PEOPLE WHICH IMMIGRANTS ARE LEGAL AND HES RAGE BAITING THEM ITS SAD WE CHEERED YOU ABOUT THE SCAM ARTIST BUT THIS IMMIGRANT BIAS YOU HAVE NOW IS SAD AND DISAPPOINTING.
Identity Attack0.37507164
Insult0.4125297
Profanity0.22105443
Threat0.049451493
Severe Toxicity0.14126498
Moderate 0.5566829 Moderate Con 0.445 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with …
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with the fluorenscent vest claims!!! We have African brothers and sisters who are basically geniuses. We have that, too, better than whites. Inventions made by Blacks but, the white man wanted the credit so bad for it. That's your story, anything Africans/Blacks create, y'all want to steal and, "make it ours" and you alter history books and other storytelling materials for that. You people have a serious issue and he claims whites as being the good ones? 😂😂 Seriously, this bullshit boils my blood, it makes me sick. No one is good except God! Just because you do not understand another man's culture, it doesn't mean he's of low intelligence. Same language dialects. I can't believe he said such bullshit about my people! Does he mingle with us or know us?! He looks like he's probably stayed in Canada all his life until now. This is pathetic but I know you whites are just afraid and terrified of us. I'll never forget the way we suffered and still are.
Identity Attack0.55044734
Insult0.48484445
Profanity0.48510036
Threat0.06863153
Severe Toxicity0.23225832
Moderate 0.5532103 Constructive 0.654 Identity Attack Moral_Argument
Feb 17, 2026 2 likes Inside Canada's Indian Invasion...
Does anyone else get really excited when Tyler makes a video about India, Im not even Indian Im Mexican but I feel an affinity with Indians so much except for the poop eating and paganism
Does anyone else get really excited when Tyler makes a video about India, Im not even Indian Im Mexican but I feel an affinity with Indians so much except for the poop eating and paganism
Identity Attack0.46028158
Insult0.36798462
Profanity0.39409557
Threat0.019918699
Severe Toxicity0.0912254
Moderate 0.51980776 Constructive 0.569 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank you for making this video it’s getting insane how many immigrants our coming its honestly ruining the country
Thank you for making this video it’s getting insane how many immigrants our coming its honestly ruining the country
Identity Attack0.46028158
Insult0.37619758
Profanity0.18909787
Threat0.039256934
Severe Toxicity0.027833538
Moderate 0.5140397 Moderate Con 0.482 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
FIRST OF ALL WHO SAYS USA IS THE GGREATEST COUNTRY IN THE WORLD?. ITS ONE OF THE WORST COUNTRY TO LIVE IN. EVEN UR APPROACH TO MAKE THIS VIDEO IS ONLY TO GET VIRAL.
FIRST OF ALL WHO SAYS USA IS THE GGREATEST COUNTRY IN THE WORLD?. ITS ONE OF THE WORST COUNTRY TO LIVE IN. EVEN UR APPROACH TO MAKE THIS VIDEO IS ONLY TO GET VIRAL.
Identity Attack0.37012735
Insult0.3470427
Profanity0.21348765
Threat0.02682521
Severe Toxicity0.04397394
Moderate 0.5140397 Low Con 0.233 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
You don’t have any problem, putting forward, absolute inaccurate content. How about your concentrate on your own country and stay the f*uk out of ours. In your Niagara video of woman claimed that once a …
You don’t have any problem, putting forward, absolute inaccurate content. How about your concentrate on your own country and stay the f*uk out of ours. In your Niagara video of woman claimed that once a day in Niagara Falls family day and everything is closed. Did you not check it? This video. You make it sound like everybody who is the greatest of Indian move to Franklin people from my neighbourhood they do talk to us saying hello. Help me when I’m at Walmart. Is the person that moving to send if you’re racist country. You’ll talk to Canadians who represent you more than they represent us and your post. What they say must be interesting in your bizarre echo chamber.
Identity Attack0.29035977
Insult0.42567953
Profanity0.46460027
Threat0.01940071
Severe Toxicity0.16960317
Moderate 0.50789946 Constructive 0.56 Meta_Commentary
Oct 16, 2025 Inside Canada's Indian Metropolis (Brampton)
The one video you say we can't survive without Indiana we have been doing it for years what do you think is going to change I am a true Canadian everybody is welcomed but do …
The one video you say we can't survive without Indiana we have been doing it for years what do you think is going to change I am a true Canadian everybody is welcomed but do not f****** change our way of life make the gentleman said leave your s*** out the door I don't understand a lot of use come to our country because it's so bad where you're coming from that's great you have somewhere safe to go and we accept you even on the fact that you and try and change our way of life please somebody out there stand up against all of this we need one person to stand up and we will follow let's get our Canada back there will be a war before you take it over and trust me you don't want that America learn not to f*** with us cuz we burnt their house down trust me we will burn yours down too I am not racist at all but for us being nice you are putting us into poverty work with us not against us or sooner or later you will regret it don't change our way of life we don't go to your country and do it Canadians have a lot of passion and helping people sooner or later we get fed up and then regrets happen
Identity Attack0.27875587
Insult0.43296707
Profanity0.5013569
Threat0.034422375
Severe Toxicity0.16960317
Moderate 0.50789946 Constructive 0.736
Sep 10, 2025 Why Canadians Are Turning Against …
Oh the IRONY! If you aren't First Nations, you ARE an immigrant. Why don't you actually all make an effort to learn at least a few words in our languages; the ACTUAL languages of Our …
Oh the IRONY! If you aren't First Nations, you ARE an immigrant. Why don't you actually all make an effort to learn at least a few words in our languages; the ACTUAL languages of Our country 🙄. You can't be that dumb. I'm not trying to be harsh, but most of us speak our language and 1 or 2 languages from the European settlers here. It really suits everyone here to never bring Indigenous people into your conversations while you call it "Your country, your 'Canada', you culture". Everyone who's ancestors aren't from need to do better. It blows my mind how you come here and fight against each other while being immigrants yourselves. You demand assimilation from others while you yourselves aren't Indigenous, and don't make the slightest effort to assimilation to OUR culture. Complete hypocrites.🤣🤣🤣 If I were you, I'd be ashamed. I can't see myself ever going to someone else's country, living in it, let alone being born in it, and have the audacity to act and speak with that amount of utter continuous ignorance and disrespect the way most of the European settlers and other settlers/"Canadians" do. Do better before complaining about each other cause, you're no better and immigrants yourselves. Oh ya, and film Native Child in the background at 7:06, the place not First Nations operated known for stealing our children and getting tons of funding to line their pockets while almost all reserves have no clean drinking water, houses breaking down, unable to get work outside due to racist from all types of immigrants (yes, including European 'Canadians'), but putting a video of a European 'Canadian' talking about not being able to afford cable and her bills. Because these things are happening to European settlers/ 'Canadians', now it's finally a problem. The IRONY.
Identity Attack0.36702603
Insult0.5130944
Profanity0.18909787
Threat0.008867673
Severe Toxicity0.023076924
Moderate 0.47886392 Constructive 0.592 Insult
Aug 28, 2025 Why Canadians Are Turning Against …
India is called the 3rd world and 'Developing World' for a reason, after all. Many of them bring their bad habits with them all the time as well and make the rest of us actual …
India is called the 3rd world and 'Developing World' for a reason, after all. Many of them bring their bad habits with them all the time as well and make the rest of us actual civilized, well educated, assimilated and caring Indians look bad. Just watch all the different "Indians litter" and "India sucks" videos and shorts out there. Too many Indians bring their bad habits and couldn't care less about Western values and basic, humane principles.
Identity Attack0.5051609
Insult0.4339631
Profanity0.40783462
Threat0.017156094
Severe Toxicity0.1465323
Moderate 0.47886392 Constructive 0.545 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's …
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's funny how foreigners mostly w8tes will travel to India and purposely go to the worst places to travel (old delhi, varanasi, Calcutta) which is common knowledge not only amongst Indians themselves but amongst travelers globally, just so they can make negative videos for sensation and views and then assume the entire country looks like that. When the fact of the matter is India has beautiful beaches, resorts in the south (kerela goa etc ie tourist areas) beautiful mountains and snowy areas in the north like Shimla, Risikesh in states like himachal pradesh and uttarkhand, theres ther north east which has arunachal pradesh etc. Yet despite common knowledge amongst those who travel to India these vloggers choose to avoid such places for the former just for content and to make videos such as this. Channels like Chris Lewis, Alfonso and Jessica, Daily Max, Van Boys, GallivanterDom, Dunney Travels are much more honest and unbiased with their vlogs on India showing both the good and bad side of the country. Both the beautiful luxurious sides as well as the slums and poverty. Unlike vloggers like this who only show the negative sides of India for the sake of views, content and engagement farming. Positive videos on India never go as viral as the negative ones. The algorithm always pushes negativity over positivity
Identity Attack0.37655997
Insult0.44126466
Profanity0.29209393
Threat0.0347677
Severe Toxicity0.052940834
Moderate 0.47473195 Constructive 0.728 Policy_Critique
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh …
I live in Brampton. I'm a Punjabi, North Indian. These old farts just want to complain about nothing. They are happy as long as Punjabis are making samosas and working hard labour jobs but oh no no Indians can't be in the government even though they have been living in the Brampton and GTA area for generations they are overlooked as real citizens but now that things have changed social media pages and channels like this have been for the past 3-4 years spreading propaganda about Indians ruining Canada or some stupid shit like that. This video is just highlighting how easy it is to make this divisive content. This is in similar lines to those Instagram reel pages that post every little mistake Indian people do and get recorded and shamed for it online. Other races do the same shit but those pages only post about Indians. Target a specific group, even though all races have people like that. Racism needs a target race, it's like a hate group that's now festering online. I don't see these racists outside, but I know they are there silently judging me sitting in a public place. As for the amount of Immigrants, complain to your government. Actually try to make a change instead of being racist and divisive. This is not a solution, in fact it's the opposite of an actual solution that would work. All I see is Indian people especially in Brampton are hard workers that work 10+ hour shifts for minimum pay living paycheck to paycheck, and they are getting exploited by the companies that are Canadian but no one wants to talk about that, let's just complain about an ethnic group instead. Damn schizos.
Identity Attack0.48915586
Insult0.47787863
Profanity0.4001375
Threat0.06658544
Severe Toxicity0.16960317
Moderate 0.47173777 Constructive 0.706
Oct 4, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
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...
Just to make a correction, I 25 (F) daughter of immigrant parents was born and raised here, live in the greater toronto area and wanted to mention that a lot of folks believe the ones …
Just to make a correction, I 25 (F) daughter of immigrant parents was born and raised here, live in the greater toronto area and wanted to mention that a lot of folks believe the ones behind the crime rise in toronto are the new immigrants. I'm sorry to break it to y'all but if you do the research a lot of the people behind the crimes are born and raised canadian idiots (they could either be white canadian or children of immigrants aka 1st generation Canadians from any country). Its a big misconception people have regarding the crimes. All they see is a non white name and assume they're an immigrants. Majority of them are actually not even immigrants. I just had to stop the video and mention that.
Identity Attack0.4482637
Insult0.5130944
Profanity0.22622968
Threat0.010395273
Severe Toxicity0.023076924
Moderate 0.46186632 Constructive 0.787 Insult
Dec 11, 2025 Inside Canada's Indian Metropolis (Brampton)
Lol why not also make video on illegal people and drug trafficking from your ancestors country Brazil 😂. Also they start following international visitors from the airport and scam/loot them on the way!
Lol why not also make video on illegal people and drug trafficking from your ancestors country Brazil 😂. Also they start following international visitors from the airport and scam/loot them on the way!
Identity Attack0.46028158
Insult0.35016364
Profanity0.15195307
Threat0.13464862
Severe Toxicity0.024350211
Moderate 0.45757914 Low Con 0.282 Unverified_Claim
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
It's great idea to get views 😊 Just make videos on India and disrespect them
It's great idea to get views 😊 Just make videos on India and disrespect them
Identity Attack0.4887047
Insult0.2435641
Profanity0.19155724
Threat0.091630474
Severe Toxicity0.02458496
Moderate 0.4574824 Low Con 0.272 Meta_Commentary
Feb 7, 2026 3 likes Inside Canada's Indian Invasion...
i came to canada in 2009 and worked 3 jobs at one point, it made me mad that they are getting government assistant but as im watching this video, many are working, and supporting others …
i came to canada in 2009 and worked 3 jobs at one point, it made me mad that they are getting government assistant but as im watching this video, many are working, and supporting others around them, i gotta agree that in whte society, if someone makes it they take care of the wife and kids, while in other culture they are taking care of the whole fking street. unity is missing in white society.
Identity Attack0.44690517
Insult0.3470427
Profanity0.44431314
Threat0.010938995
Severe Toxicity0.02383376
Moderate 0.44573322 Constructive 0.682
Dec 24, 2025 Inside Canada's Indian Metropolis (Brampton)
He can only speak against Indian Hindus because his views come from there and Indian Hindus do not say anything to him. If you have the courage then go to the place where Muslim invasion …
He can only speak against Indian Hindus because his views come from there and Indian Hindus do not say anything to him. If you have the courage then go to the place where Muslim invasion is taking place. Indian Hindus do not say that you have to made any new rule or is living on the money of USA taxpayers, he will not make a video about these Muslims who will demand Sharia law in USA, joker😂
Identity Attack0.5135796
Insult0.35333878
Profanity0.11168506
Threat0.048481647
Severe Toxicity0.023076924
Moderate 0.44039994 Moderate Con 0.373 Identity Attack Identity_Assertion
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
It is funny coming from a Jamaican who obviously came from somewhere. Why are you making these sort of videos? I mean, most of these are handpicked by the right to spread division and hate. …
It is funny coming from a Jamaican who obviously came from somewhere. Why are you making these sort of videos? I mean, most of these are handpicked by the right to spread division and hate. Maybe we should advocate for mass deportation, including people like you but then you'd oppose that, wouldn't you. When a racist sees you, you are just non white, Jamaican.
Identity Attack0.4907465
Insult0.3406697
Profanity0.15019037
Threat0.029587816
Severe Toxicity0.023076924
Moderate 0.44002727 Moderate Con 0.493
Aug 25, 2025 Why Canadians Are Turning Against …
Next make a video about How europians genocide Red Indians in North America.
Next make a video about How europians genocide Red Indians in North America.
Identity Attack0.48915586
Insult0.16480011
Profanity0.17380778
Threat0.44185185
Severe Toxicity0.02425631
Moderate 0.43475235 Low Con 0.165 Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
this is a pretty racist video. your not benefiting anyone by making this. We treat people based on who they are not their ethnicity or colour of their skin
this is a pretty racist video. your not benefiting anyone by making this. We treat people based on who they are not their ethnicity or colour of their skin
Identity Attack0.36598656
Insult0.24928534
Profanity0.1631077
Threat0.0116639575
Severe Toxicity0.023076924
Moderate 0.42985553 Moderate Con 0.391 Moral_Argument
Feb 7, 2026 4 likes Inside Canada's Indian Invasion...
U white guy making video against immigrants- how sad for u - you don’t know real history- why u given visa to come - that is it govt issue nothing do immigrant - Poland guy …
U white guy making video against immigrants- how sad for u - you don’t know real history- why u given visa to come - that is it govt issue nothing do immigrant - Poland guy why come Canada tell me
Identity Attack0.48915586
Insult0.26957804
Profanity0.02973333
Threat0.010395273
Severe Toxicity0.019740647
Moderate 0.4269174 Low Con 0.252
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
ALL these old people also Voted for liberal I bet, now they are reaping what they voted for, WE NEED MASS DEPORTAION, IMAGINE that start 1/4 "Canadians" are immigrants you mean 1/4 "Canadians" are Indian/Chinese …
ALL these old people also Voted for liberal I bet, now they are reaping what they voted for, WE NEED MASS DEPORTAION, IMAGINE that start 1/4 "Canadians" are immigrants you mean 1/4 "Canadians" are Indian/Chinese or Muslim I bet 18 million + are muslim/ Indian or chinese that dislike Canadians , I know most Muslims hate everyone that lives in Canada That one Student is like 50+ how are we letting people like him come here as a student this man is a nurse brah I bet he doesnt know are standards at all This video just makes me hate Canada even more The fucked thing is the old mans right Help the person First but At this point we are just sick of it we cant help ourselfs, we need them all gone back to pre 2010 lvls
Identity Attack0.47178617
Insult0.36798462
Profanity0.0838743
Threat0.04718852
Severe Toxicity0.023458159
Moderate 0.4269174 Moderate Con 0.472 Fear_Threat
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Tyler, did you really have to make this video??? Isn't there enough hate in the world already? Seriously dont eat butter chicken anymore if you dislike the culture/people so much. You've no idea how much …
Tyler, did you really have to make this video??? Isn't there enough hate in the world already? Seriously dont eat butter chicken anymore if you dislike the culture/people so much. You've no idea how much will power it takes for those indians to come to places like north america to earn money and give their family back home the lives they never had. It takes so much to be someone, especially if youre coming from a place where youre just one ordinary human among 1 billion others. People can hate all the want but its a free world. Territories came after humans.
Identity Attack0.34974504
Insult0.3388922
Profanity0.20016506
Threat0.030278467
Severe Toxicity0.023317307
Moderate 0.42568782 Constructive 0.637 Solidarity
Feb 17, 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.