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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: "This is a racist video, …" 117 comments · Page 2 of 5
I like how this comment section is a safe space for racist losers who drool over Tyler's dishonest videos...
I like how this comment section is a safe space for racist losers who drool over Tyler's dishonest videos...
Identity Attack0.18705739
Insult0.65129566
Profanity0.18786818
Threat0.009256045
Severe Toxicity0.023076924
Moderate 0.6342749 Low Con 0.229 Insult Meta_Commentary
Feb 16, 2026 14 likes Inside Canada's Indian Invasion...
Make one video on white racist too who came to Canada and now on the streets drug addicts committing crimes. Lazy want more money for less work and disgraceful immoral and have no respect or …
Make one video on white racist too who came to Canada and now on the streets drug addicts committing crimes. Lazy want more money for less work and disgraceful immoral and have no respect or dignity. They eat lunch sitting on the potty smell like skunk from weed smoking. Point out all this things and compare is Indian or a European racist who will come ahead.😂
Identity Attack0.57957685
Insult0.5739874
Profanity0.16682947
Threat0.025098583
Severe Toxicity0.1465323
Moderate 0.61223894 Low Con 0.25 Identity Attack Insult Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
I just see a lot of racist and bitter white ppl in this video
I just see a lot of racist and bitter white ppl in this video
Identity Attack0.5983441
Insult0.46476576
Profanity0.26621178
Threat0.015429466
Severe Toxicity0.070156105
Moderate 0.6027529 Moderate Con 0.361 Identity Attack
Oct 10, 2025 4 likes Inside Canada's Indian Metropolis (Brampton)
Shame on all you "Canadians" in the comments. Real Canadians do not claim you racists. Disgusting video spreading misinfo, and hate. people like you are worsening the hate and racism in this country. "The greatest …
Shame on all you "Canadians" in the comments. Real Canadians do not claim you racists. Disgusting video spreading misinfo, and hate. people like you are worsening the hate and racism in this country. "The greatest illusion of this world is the illusion of separation. Things you think are separate and different are actually one and the same. We are all one people. but live as if divided." Again shame on all you blatant racists and bigots in the comments!!
Identity Attack0.48915586
Insult0.6120431
Profanity0.091633186
Threat0.010343489
Severe Toxicity0.023927659
Moderate 0.60254884 Moderate Con 0.428 Insult Moral_Argument
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
8:20 this video is full of racist people
8:20 this video is full of racist people
Identity Attack0.44690517
Insult0.40243408
Profanity0.2600683
Threat0.025098583
Severe Toxicity0.08069076
Moderate 0.60254884 Low Con 0.229 Meta_Commentary
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
lol ya cuz they come from India where they all drive like crackheads lol nd that’s not racist go watch an India travel video lol it’s obv an adjustment to them but with that culture …
lol ya cuz they come from India where they all drive like crackheads lol nd that’s not racist go watch an India travel video lol it’s obv an adjustment to them but with that culture a lot of them are gunna think the rules out here are ridiculous
Identity Attack0.5485698
Insult0.5130944
Profanity0.36230123
Threat0.025961896
Severe Toxicity0.16960317
Moderate 0.60152835 Low Con 0.3 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Another banger racist video! Tylers hate for any race but white people has no bounds!
Another banger racist video! Tylers hate for any race but white people has no bounds!
Identity Attack0.58354634
Insult0.4534306
Profanity0.1654338
Threat0.015774792
Severe Toxicity0.024772761
Moderate 0.60152835 Low Con 0.217 Identity Attack Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
This is very sad, these sikhs have made a hell of Brampton ! Majority of them Khalistani Terr... Btw this video is racist too. I am of Indian origin... I have only one advice : …
This is very sad, these sikhs have made a hell of Brampton ! Majority of them Khalistani Terr... Btw this video is racist too. I am of Indian origin... I have only one advice : Stop immigration from North India especially PUNJAB. That sikh guy is telling help people... my foot, these guys spread hatred and terror. They have blown up an Air India plane.
Identity Attack0.57150364
Insult0.44464502
Profanity0.3194067
Threat0.13815513
Severe Toxicity0.23223256
Moderate 0.5921536 Constructive 0.611 Identity Attack
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Stay happy cuz we indian dont fw any other community or impose our culture on anyone unlike - you know who. But this mf wont dare to make a video on that topic , racist …
Stay happy cuz we indian dont fw any other community or impose our culture on anyone unlike - you know who. But this mf wont dare to make a video on that topic , racist af .
Identity Attack0.4508763
Insult0.47384647
Profanity0.3813392
Threat0.020091362
Severe Toxicity0.16960317
Moderate 0.5885171 Low Con 0.262 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Oh see folks another racist video to get clicks. Riding the gravy train of hating brown people
Oh see folks another racist video to get clicks. Riding the gravy train of hating brown people
Identity Attack0.57957685
Insult0.40243408
Profanity0.2453505
Threat0.043955702
Severe Toxicity0.035007052
Moderate 0.584095 Low Con 0.176 Identity Attack
Oct 22, 2025 Inside Canada's Indian Metropolis (Brampton)
this isn’t funny it’s racist. calling out issues doesn’t mean insulting all indians. canada isn’t a white country so asking only checking for white employees is wild. i’m african and that biker pissed me off. …
this isn’t funny it’s racist. calling out issues doesn’t mean insulting all indians. canada isn’t a white country so asking only checking for white employees is wild. i’m african and that biker pissed me off. I'm probably smarter than him. some africans being illiterate doesn't make them stupid and indians don't eat poop. leaving what he said in the video without calling it out looks like you agree. every group has bad drivers. every group has bad people- like the biker guy. stop the stereotype. imagine judging all white people off the biker guy. that’s what you’re doing. it’s not fair.
Identity Attack0.4911651
Insult0.5130944
Profanity0.40878695
Threat0.049451493
Severe Toxicity0.16960317
Moderate 0.57271194 Constructive 0.661 Insult Moral_Argument
Jan 27, 2026 1 likes 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...
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...
Ind fatigue is real Has to be condenmed ,again Inds you dont teach or advice You have those inner racist castiest beliefs inside you Leave it to others Or some really good minded Inds I …
Ind fatigue is real Has to be condenmed ,again Inds you dont teach or advice You have those inner racist castiest beliefs inside you Leave it to others Or some really good minded Inds I used to enjoy jamcan ❤ Videos But it's not only sharing Fatigue and other videos But also hate on religion Just like that idiot @Reality fake Alex Quite disgusting to see him speaking Like the other guy Kachina Your aim is not to promote fatigue only or some insane stupid things done by people Just to promote hate on other religions Just like many missionaries would do Don't assume you guys to be very perfect , Look at his speech Come to Canada ,learn culture Adopt, Talks like 💩💩💩 Of course we have follow the rules Respect the people If we can't each other At least don't Trouble others Do your promotion somewhere
Identity Attack0.38246045
Insult0.5678696
Profanity0.37503055
Threat0.100830056
Severe Toxicity0.21902075
Moderate 0.5559701 Constructive 0.548 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
This video should be titled exposing racists, especially fatty on his scooter
This video should be titled exposing racists, especially fatty on his scooter
Identity Attack0.44690517
Insult0.46923602
Profanity0.26555094
Threat0.047835086
Severe Toxicity0.042180564
Moderate 0.53579444 Low Con 0.198 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
This was a pre racist video not gonna lie lmao, ppl are punjabi, and you keep acting like they hindus brining up hindu gods, when literally no one he interviewed was a hindu, all were …
This was a pre racist video not gonna lie lmao, ppl are punjabi, and you keep acting like they hindus brining up hindu gods, when literally no one he interviewed was a hindu, all were punjabi and punjabis dont like hindus, punjabis are different just dont trust the punjabi students lol
Identity Attack0.5108175
Insult0.3393024
Profanity0.22643133
Threat0.038220957
Severe Toxicity0.101760045
Moderate 0.52811706 Moderate Con 0.48 Identity Attack Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
You are really a H O U S E S L A V E in this video ,, you could Present your point of view without being racist towards other people's religions
You are really a H O U S E S L A V E in this video ,, you could Present your point of view without being racist towards other people's religions
Identity Attack0.28034934
Insult0.46327567
Profanity0.2847897
Threat0.013528148
Severe Toxicity0.10702737
Moderate 0.52272606 Moderate Con 0.32 Meta_Commentary
Sep 3, 2025 1 likes Why Canadians Are Turning Against …
Why would you platform an overt and admitted racist? Everyone else was at least respectful. He was disgusting and the video would have been better without him
Why would you platform an overt and admitted racist? Everyone else was at least respectful. He was disgusting and the video would have been better without him
Identity Attack0.10409598
Insult0.5543018
Profanity0.20592089
Threat0.014393489
Severe Toxicity0.023076924
Moderate 0.52139956 Moderate Con 0.485 Insult Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
after this video i'm unsubscribing this video gave me bad & racist vibes
after this video i'm unsubscribing this video gave me bad & racist vibes
Identity Attack0.31892163
Insult0.2659317
Profanity0.2317999
Threat0.064969026
Severe Toxicity0.026936848
Moderate 0.52139956 Moderate Con 0.4 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
You found a very racist white on your video. Congratulations.
You found a very racist white on your video. Congratulations.
Identity Attack0.5274064
Insult0.38852
Profanity0.16217725
Threat0.010964886
Severe Toxicity0.023645958
Moderate 0.51980776 Low Con 0.238 Identity Attack Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
This is what is knows as soft racism, what people like ishowspeed is doing showing sides of Africa that no one have seen and they are also people. The these just show people like "I …
This is what is knows as soft racism, what people like ishowspeed is doing showing sides of Africa that no one have seen and they are also people. The these just show people like "I hate everyone from Africa like Africa is only Sudan or Somalia... Or Indians eat poop how bizzar is that... There are bad but not everyone is bad... This guy prove everytime I see this video I don't like his videos.... But not all videos are bad. And ofc these illegal stuff is bad, as this title have India I am sure this video will get heat.... cuz everyone hate hardworking people Edit - I also like this guy cuz he is equally racist to everyone... showing the real stuff
Identity Attack0.46028158
Insult0.40243408
Profanity0.34391102
Threat0.054624002
Severe Toxicity0.16960317
Moderate 0.509388 Constructive 0.743
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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 …
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)
Racist video ! When your show pic of punjab and india you just show grey areas not reality when how can you unbiased. Video is for white audience to happy them .
Racist video ! When your show pic of punjab and india you just show grey areas not reality when how can you unbiased. Video is for white audience to happy them .
Identity Attack0.46028158
Insult0.3493834
Profanity0.22562476
Threat0.020954676
Severe Toxicity0.030523606
Moderate 0.48021027 Low Con 0.281 Meta_Commentary
Feb 11, 2026 6 likes Inside Canada's Indian Invasion...
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 …

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.