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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 like your videos, but …" 203 comments · Page 3 of 9
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 …
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...
When I lived in SW PA, we saw more and more convenience stores being run by Indians. I went into a 7-11 once, and there was what looked like a family in the office, and …
When I lived in SW PA, we saw more and more convenience stores being run by Indians. I went into a 7-11 once, and there was what looked like a family in the office, and when the guy that worked there was serving me, I asked him, why don't I ever see any Americans working there? He said, because Americans are lazy, and especially the black ones. He said Americans always want days off. Days off because you're sick, or days off because it's a holiday, days off for everything. They don't want to work. This is all because of Clinton. He made a deal where Indians could come to the US, and they were given money to "start" a company. The idea was, they would BUILD a company, and hire Americans to work it. Instead, they bought stores and motels and used those to import their family and friends from India to here, for work. When I went back to school, I had no choice but to work at a gas station. I was off on payday once, and went in to get my check. There was a new guy at the counter, an Indian. I asked for my check, and wanted him to cash it for me. We always did that if there was enough money in the register. He told me to move, customers waiting. He didn't speak English very well. I went to the office to see the work schedule, and he yelled at me to get out of there! I told him what I was doing, he said "You work no!! I work! You boss no own, my boss own! Leave now! After a little more back and forth yelling, I found out my boss sold the gas station the night before and we were all out of a job. I blew up in front of all the customers! They started to walk out. Lol. That station didn't even last a year, and they had to close down. If they had a drive off (back in the days of a pump and run) they would call the police, but couldn't speak English very well. So they would tell police robbery! After a few times of that, the police told them to never call again. This was a very small town in SW PA, and word got around, and no one went to that station any more. This is the same area that was featured in Tyler's and others videos about all the Haitians that were shipped in by Biden. Bell Vernon PA, right across the river from Charleroi PA. The area is still FULL of Haitians, scaring all the native people away. Taking over the Walmart that is right across the street from where this gas station used to be. One of the many reasons I live in TX now.
Identity Attack0.4911651
Insult0.40243408
Profanity0.2327678
Threat0.030623792
Severe Toxicity0.023076924
Moderate 0.4269174 Constructive 0.79 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I watched this video and now I feel like puking
I watched this video and now I feel like puking
Identity Attack0.017465452
Insult0.082866095
Profanity0.36302176
Threat0.028206514
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.362
Aug 30, 2018 How much do refugees and …
Seems like this town was a hell of a lot easier to ask questions and get answers then the Jewish town video.
Seems like this town was a hell of a lot easier to ask questions and get answers then the Jewish town video.
Identity Attack0.46028158
Insult0.26196828
Profanity0.36230123
Threat0.013424582
Severe Toxicity0.023505108
Moderate 0.4269174 Low Con 0.28 Comparative_Framing
Feb 24, 2026 Inside Canada's Indian Invasion...
I’m live in a tent surrounded by junkies harassed daily by rich immigrants that look at me like dog meat,profiled by security guards in turbans,even the homeless shelters hire them everyday is a slap in …
I’m live in a tent surrounded by junkies harassed daily by rich immigrants that look at me like dog meat,profiled by security guards in turbans,even the homeless shelters hire them everyday is a slap in the face.our political leaders are more worried about gay pride than division of labour and resources.we need to get our kids off drugs not give them more reasons to quit life.i wish I had video of the entitled Hindu that lectured me on Brit’s in India 70yrs before he was born it’s okay to crap on British colonization but you can’t crap on them for flooding into Europe and North America because that’s racist. What do I get when I go to India? Delhi belly or pickpocketed. Maybe if we send Walmart,Tim hortons, ,McDonald’s to India and go back to mom and pop shops. Ask them how they feel about gay pride than,do they get to drive out the muslims like they did when the Brit’s left? That’s why Pakistani exists,we just expect them to drop their bullshit when they move here.ive slept in a tent next to a war memorial and was routinely woken up by free palatstine and other bullshit protests that those soldiers did not fight for
Identity Attack0.458714
Insult0.42567953
Profanity0.19893537
Threat0.13815513
Severe Toxicity0.024772761
Moderate 0.4269174 Constructive 0.618 Personal_Narrative
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
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)
I was liking the video until you randomly started glazing Somalis
I was liking the video until you randomly started glazing Somalis
Identity Attack0.44690517
Insult0.18604483
Profanity0.20592089
Threat0.34889272
Severe Toxicity0.031420294
Moderate 0.4269174 Moderate Con 0.333 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Awwww boo hoo for that first yt lady crying about the few years she's experienced "rac*sm", always the victim. You yt's cant be the oppressed and the oppressor. You act like a few videos of …
Awwww boo hoo for that first yt lady crying about the few years she's experienced "rac*sm", always the victim. You yt's cant be the oppressed and the oppressor. You act like a few videos of some derkas spouting off about sharia law proves your point? I dont like them either but quit acting like you've lived under oppression your whole life. What a joke.
Identity Attack0.2463217
Insult0.34626248
Profanity0.24910301
Threat0.018192071
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.461 Moral_Argument
Aug 26, 2025 Why Canadians Are Turning Against …
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...
clicked on this video hoping for an even sided take instead it seems like this guy has already made up his mind and is actively showing and promoting racist views, i remember growing up in …
clicked on this video hoping for an even sided take instead it seems like this guy has already made up his mind and is actively showing and promoting racist views, i remember growing up in Burnaby BC and Vancouver bc when the chinese/japanese and just asia in general started immigrating to canada. The racists back then whined and cried about a ton of asian shops opening and bad drivers etc. Hell they didn't even like asian only churches they would cry "why do they need their own churches?" while saying their cooking stinks, their shops stink to their face and bitching about just about anything. Now its happening again in Toronto and the racists have moved on from asians and now focus their hate towards the indian community. as a native American all i can say is if you're actively going to bitch about immigrants. Maybe everyone that isn't native american or culture didnt originate from the north Americas should head back home? otherwise quit bitching and learn to love one another. At the end of the day Canadians and Americans are imigrants from Europe.
Identity Attack0.40713623
Insult0.36798462
Profanity0.2813443
Threat0.015947454
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.628 Moral_Argument
Jan 29, 2026 Inside Canada's Indian Invasion...
This video is only made to appease the whites and it is evident Whites claim Africans are slow when they themselves live in delulu that they’re natives of US and Canada😂, whites just like Indian …
This video is only made to appease the whites and it is evident Whites claim Africans are slow when they themselves live in delulu that they’re natives of US and Canada😂, whites just like Indian Africans or Chinese are immigrants the only difference is them being in majority population
Identity Attack0.50125694
Insult0.24928534
Profanity0.11725569
Threat0.010835429
Severe Toxicity0.022839356
Moderate 0.4014846 Low Con 0.22 Identity Attack Moral_Argument
Feb 13, 2026 1 likes Inside Canada's Indian Invasion...
I don't think this video is showing us the situation and the reality. I feel that this video is wanting to find the specific things and hateful thoughts about Indians. And I'm not an Indian …
I don't think this video is showing us the situation and the reality. I feel that this video is wanting to find the specific things and hateful thoughts about Indians. And I'm not an Indian and I don't really like Indians.
Identity Attack0.4931391
Insult0.23704576
Profanity0.17334256
Threat0.015774792
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.679 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
I used to not be able to stand this guy. I was a little upset with the whitteker inbred videos, but this guy's content is good. I like what he is doing. I think Tyler …
I used to not be able to stand this guy. I was a little upset with the whitteker inbred videos, but this guy's content is good. I like what he is doing. I think Tyler can get a lot more done than that stupid Nick Shirley who had that old man Dave figure everything out so he could swoop in and take all the credit for it. Dave ended Walz not Shirley.
Identity Attack0.04177703
Insult0.44464502
Profanity0.29209393
Threat0.012130005
Severe Toxicity0.016900165
Moderate 0.4014846 Constructive 0.617 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
You're lucky that at the time when Indians' turn came you've access to the internet 3.0 and can make/post disillusioing videos like this one, otherwise it should ideally be first things first. Some 200 years …
You're lucky that at the time when Indians' turn came you've access to the internet 3.0 and can make/post disillusioing videos like this one, otherwise it should ideally be first things first. Some 200 years ago, when Canada was being formed what would the title be????Inside Canada's European Invasion...😆😆. Why just Canada? Over two-third of the world would be sending you curses as you didn't let a single place alone out of your eagle grade eyes and claws(but only if there was youtube back then). Now you are sulking and whining when others give you a taste of your medicine. Learn to deal with it!!! Europeans never brought a civilization of peace and tranquility to this country either, atleast Indians bring some colors,dynamism,entrepreneurship and hard work which aids its economy.
Identity Attack0.31015682
Insult0.40243408
Profanity0.26735115
Threat0.03856628
Severe Toxicity0.023076924
Moderate 0.4014846 Moderate Con 0.472 Moral_Argument
Feb 9, 2026 Inside Canada's Indian Invasion...
Hmmm starting to feel Tyler's pushing an agenda. Why havent you investigated ICE? When all the Venezuelan stuff was going on in Colorado you had a video up in like 5 days. Is it because …
Hmmm starting to feel Tyler's pushing an agenda. Why havent you investigated ICE? When all the Venezuelan stuff was going on in Colorado you had a video up in like 5 days. Is it because brown people are bad?
Identity Attack0.4830652
Insult0.30797598
Profanity0.10363861
Threat0.009592636
Severe Toxicity0.015157142
Moderate 0.4014846 Moderate Con 0.424 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
All I saw in this video Bike guy hates African because they are not good People are find with indians Indians are helping in economic growth like any other canadian There is active terrorist group …
All I saw in this video Bike guy hates African because they are not good People are find with indians Indians are helping in economic growth like any other canadian There is active terrorist group "Khalistan" And you did illegal things without canada police permission Then why is video title like that?? Just ask Indian Punjabi how they feel about india... Punjab is jwel of india
Identity Attack0.46050715
Insult0.32211447
Profanity0.064458095
Threat0.0138755
Severe Toxicity0.023076924
Moderate 0.4014846 Constructive 0.529 Policy_Critique
Feb 3, 2026 4 likes Inside Canada's Indian Invasion...
leave it to the CBC to put out this video that we all know is lies. We can go directly to the government websites and see for ourselves how much these illegals get. We also …
leave it to the CBC to put out this video that we all know is lies. We can go directly to the government websites and see for ourselves how much these illegals get. We also know that they are being put up into hotels at taxpayers expense while our own Canadian citizens get kicked out onto the street so they can be treated like princes and princesses on Canadian taxpayers dime. Suck a crock that you promote these lies to try to convince us taxpayers aren't on the hook for all this stuff.
Identity Attack0.18313584
Insult0.40243408
Profanity0.2395431
Threat0.025098583
Severe Toxicity0.022193791
Moderate 0.3977292 Moderate Con 0.362
Apr 14, 2019 How much do refugees and …
Imperial nations invade other regions. Capitalist west destabilizes nations on a regular basis world wide then dudes like Tyler make videos of losing their Western traditions hahahahahaha victim card is crazy
Imperial nations invade other regions. Capitalist west destabilizes nations on a regular basis world wide then dudes like Tyler make videos of losing their Western traditions hahahahahaha victim card is crazy
Identity Attack0.22707681
Insult0.34237885
Profanity0.12286829
Threat0.012440704
Severe Toxicity0.014253352
Moderate 0.38811707 Low Con 0.186 Comparative_Framing
Feb 7, 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...
This is How the jews should have answered in the last video!!!! 📹 and how they should have been legitimately been working everywhere like the Indians
This is How the jews should have answered in the last video!!!! 📹 and how they should have been legitimately been working everywhere like the Indians
Identity Attack0.4482637
Insult0.15698463
Profanity0.15812257
Threat0.029415153
Severe Toxicity0.023076924
Moderate 0.37955463 Low Con 0.226
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
thank you for this video its hell out here but its like were screaming into the void😩😔
thank you for this video its hell out here but its like were screaming into the void😩😔
Identity Attack0.025203101
Insult0.10440776
Profanity0.33453682
Threat0.018364733
Severe Toxicity0.023076924
Moderate 0.37795907 Constructive 0.524 Personal_Narrative
Jan 27, 2026 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...
Mercenaries. This is like aliens making a video about people from earth and getting mad that humans are KKK.
Mercenaries. This is like aliens making a video about people from earth and getting mad that humans are KKK.
Identity Attack0.23163283
Insult0.27146968
Profanity0.16729468
Threat0.016465442
Severe Toxicity0.019095084
Moderate 0.37751234 Low Con 0.085 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
On paper, Canada has been great for this land the Native Americans called Turtle Island. A huge new country sprang out of nothing, adding trillions of dollars to the economy. But the question I and …
On paper, Canada has been great for this land the Native Americans called Turtle Island. A huge new country sprang out of nothing, adding trillions of dollars to the economy. But the question I and all the natives before the white men came there kept asking was this. Why? After visiting, I have no answer. So sorry to say, you are hard hardcore racist. Try to make a video where everyone are French, Itailina or what have you. . There are plenty of places like that. The problem is they look white.
Identity Attack0.44690517
Insult0.29383746
Profanity0.0864606
Threat0.00933372
Severe Toxicity0.017416617
Moderate 0.37751234 Constructive 0.591 Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.