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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: "Just saying these videos are …" 99 comments · Page 2 of 4
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...
Canada has its Biden . Lets Everyone into the country . Its not about if they are nice or not ... They need DEPORTATIONS, we donot care if even if they speak english , get …
Canada has its Biden . Lets Everyone into the country . Its not about if they are nice or not ... They need DEPORTATIONS, we donot care if even if they speak english , get out of canada , with corrupt Canadian government .This video is made by an imigrant he needs to go also . TRUMP DOES NOT CARE IF MIGRANTS TAKE JOBS , START A BUSINESS, OR SELL DRUGS , HE IS DEPORTING ALL OF THEM . Healing his land ,and canada , while the corrupt Canadian government pays companies to hire migrants over citizens.... IT IS EVIL TO FLOOD CANADA WITH MIGRANTS . IN 2026 the end of it , migrants will out number citizens Stats canada says themselves .
Identity Attack0.36702603
Insult0.41530323
Profanity0.055940874
Threat0.012699619
Severe Toxicity0.020902663
Moderate 0.4014846 Moderate Con 0.319 Unverified_Claim
Aug 25, 2025 Why Canadians Are Turning Against …
I hate to say it…. But the natives of Brampton did not sell their message very well. I heard a lot of racism from them. While the Indian people in this video were making sense …
I hate to say it…. But the natives of Brampton did not sell their message very well. I heard a lot of racism from them. While the Indian people in this video were making sense in a lot of their comments…FYI i am a white person living in Brampton. Just calling balls and strikes, no agenda for me.
Identity Attack0.3817989
Insult0.22770336
Profanity0.29456177
Threat0.077831104
Severe Toxicity0.023076924
Moderate 0.39669925 Constructive 0.723
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
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...
Before WATCHING the video I would like to say THERE IS NO SUCH THING AS INDIAN!! My grandfathers (both sides) were ww1 vetw and decorated ww2 vets. For ww1 and ww2 the largest VOLUNTEER army …
Before WATCHING the video I would like to say THERE IS NO SUCH THING AS INDIAN!! My grandfathers (both sides) were ww1 vetw and decorated ww2 vets. For ww1 and ww2 the largest VOLUNTEER army in WORLD HISTORY was from "India" ( created in 1947). Parts of the Ahghani mountains and Tajikstan were taken and Gurjrati Muslims were given Panjab and Gujrati Hindus the other. On the north of steeles ave from Kipling to airport Rd there was NOTHING but some farms. After over 100 YEARS IN THE NATION the Sikhs and serving in BOTH WW1 and WW2 bought the first houses and businesses in the 90's. There are about 800,000 Panjabi's in Canada vs about 2 milliom Chinese. In the 90's, when Springdale was built, Gujrati people moved to Canada influx. The character of Kumar from Harold and Kumar go to white castle, rishi Sunak, kash Patel, the people rubbing cow manure on them and other setero type are Gujrati. The Sikh religion are AGINST conversation of ANY KING. If you are Christian, the Sikh religion says to be the best Christian as possible! Ben Sapiro, the Jew, as said and his people believe that Jesus was a jealot and is burning in hell in hot feces, SEMAN, and urine. In the 90's the government of Canada STOPPED allowing Panjabi farmers to come to Canada and made way for the Gujrati HINDUS. Over 100 YEARS the Sikh, Muslim and Hindus have been in Canada and NEVER asked for special treatment. Springdale was build and FIRST SETTLED by Panjabi's, who have been in nation for over 100 years. In 1947 "India" was created, again, and parts of Afghanistan and Tajikstan was taken and created Pakistan. Where is the homeland of Panjabi people? Your grandfathers are ROLLING in their graves because of the disrespect of the Panjabi people! Go look up Sikhs in ww1 and ww2. There were 2 Sikh and Anglo-Saxson wars and Panjab was the HARDEST and LONGEST land to take (which was through betrayal and NOT battle - another story). (Stoping here - because you are retarded)
Identity Attack0.39966375
Insult0.2435641
Profanity0.16357292
Threat0.058503386
Severe Toxicity0.02604016
Moderate 0.37751234 Constructive 0.638
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
First off, the host is asking BS question from people who look they are on unemployment benefits. Second, getting ONE brown guy to says racist stuff doesn't makes the video less racist.
First off, the host is asking BS question from people who look they are on unemployment benefits. Second, getting ONE brown guy to says racist stuff doesn't makes the video less racist.
Identity Attack0.3908055
Insult0.25602314
Profanity0.12158839
Threat0.008738215
Severe Toxicity0.015802706
Moderate 0.37751234 Moderate Con 0.44 Meta_Commentary
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
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)
Thank you for doing this video, Canada should be the best country in the world. Canada is arguably the best place on Earth geographically, but just like every government in the world right now, isn't …
Thank you for doing this video, Canada should be the best country in the world. Canada is arguably the best place on Earth geographically, but just like every government in the world right now, isn't handing anything appropriately or even objectively being managed in a sensible way. however, you saying "greatest country in the world" instead of "USA" every time, is probably why people think you're racist and mocking other societies. I defended your India poop video because it was clear you weren't saying that all Indians live in filth like people claimed you were. But again, referencing the US as the best or greatest is just condescending and portentous. Now I'm not your Dad, say and do whatever you want, I'm still enjoying the content. Just saying being more humble and remembering the many problems the US has and how many self-inflicted 3rd world issues it places on itself, would be wise.
Identity Attack0.29035977
Insult0.36798462
Profanity0.2366394
Threat0.010472948
Severe Toxicity0.023076924
Moderate 0.37694603 Constructive 0.798 Meta_Commentary
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
This video says exactly what I've been saying for years. I've lived in Brampton my whole life and im 40 now so I'll tell you its changed and changed for the worse. My car has …
This video says exactly what I've been saying for years. I've lived in Brampton my whole life and im 40 now so I'll tell you its changed and changed for the worse. My car has been broken into atleast 20 times in 5 years and 3 months ago a older Indian man broke into our house and was wearing my sister's clothes sleeping in her bed. He went through all our stuff and even ate food out of the fridge. So violating and frustrating living in Brampton lately. I'm so ashamed to say im from Brampton and even indian people in other towns have made fun of me for living in Brampton and telling me how bad the driving is. Lol thanks buddy. 😢
Identity Attack0.36702603
Insult0.24287975
Profanity0.22592722
Threat0.054624002
Severe Toxicity0.023076924
Moderate 0.37340668 Constructive 0.805 Personal_Narrative
Sep 19, 2025 19 likes Inside Canada's Indian Metropolis (Brampton)
Bro goes into store let’s see how many white people are here, sees not one like that’s a bad thing. I like this dudes videos but idk man just as negative as the news in …
Bro goes into store let’s see how many white people are here, sees not one like that’s a bad thing. I like this dudes videos but idk man just as negative as the news in my opinion. And first time I’m saying this a bit racist
Identity Attack0.3817989
Insult0.14874944
Profanity0.16217725
Threat0.016810767
Severe Toxicity0.01986976
Moderate 0.3722269 Constructive 0.546 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Finally covering the invasion of illegal indians who come here on "student visas" and never leave. ( saying this before i see the video lets see if you noticed )
Finally covering the invasion of illegal indians who come here on "student visas" and never leave. ( saying this before i see the video lets see if you noticed )
Identity Attack0.44690517
Insult0.1823172
Profanity0.07126612
Threat0.012958534
Severe Toxicity0.017287504
Moderate 0.3722269 Moderate Con 0.312 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Honestly I'm here for Tyler's racist inclined comments and videos. He don't really 'say it' but he shows it and you can see it in his eyes lmao. His videos are important and it's just …
Honestly I'm here for Tyler's racist inclined comments and videos. He don't really 'say it' but he shows it and you can see it in his eyes lmao. His videos are important and it's just funny to see him try to hide his feelings. hahah
Identity Attack0.17070955
Insult0.24561718
Profanity0.15371579
Threat0.013321015
Severe Toxicity0.018126737
Moderate 0.3625127 Constructive 0.642 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
In the USA, a video like this would change policy. In Canada, people are going to say Tyler is a racist bigot. That Canada needs immigrants and love diversity. Canada is too far gone. 51st …
In the USA, a video like this would change policy. In Canada, people are going to say Tyler is a racist bigot. That Canada needs immigrants and love diversity. Canada is too far gone. 51st solution NOW
Identity Attack0.27340925
Insult0.35677677
Profanity0.027547138
Threat0.00789674
Severe Toxicity0.010375977
Moderate 0.36095104 Moderate Con 0.333 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
8:30 brother that was a saperatist, terrorist movement here in India say the thing out loud. Don't obfuscate the issue, do your researc before going in doing such videos.
8:30 brother that was a saperatist, terrorist movement here in India say the thing out loud. Don't obfuscate the issue, do your researc before going in doing such videos.
Identity Attack0.18546575
Insult0.15698463
Profanity0.09899642
Threat0.04167421
Severe Toxicity0.015931819
Moderate 0.36095104 Moderate Con 0.392 Policy_Critique
Feb 26, 2026 Inside Canada's Indian Invasion...
Guys can I make one thing clear… stop calling them “Indians” most of them are “khalistani” operates out of canada for a war against India and separative movements. They want to break India. So how …
Guys can I make one thing clear… stop calling them “Indians” most of them are “khalistani” operates out of canada for a war against India and separative movements. They want to break India. So how can you call them Indian? If you don’t make these types of videos. I’m sorry to say but canada will change into punjab. But next time make sure you call them by who they are “khalistani” and as an Indian pressure your government to send them back!
Identity Attack0.42615733
Insult0.18977246
Profanity0.040409464
Threat0.038220957
Severe Toxicity0.018836858
Moderate 0.35186127 Moderate Con 0.495 Unverified_Claim
Aug 26, 2025 Why Canadians Are Turning Against …
Just saying these videos are probably made to turn people against Indians and shift focus from muslims and Jews just pure propaganda Indians are peaceful and also the highest earning ethnicity in pretty much all …
Just saying these videos are probably made to turn people against Indians and shift focus from muslims and Jews just pure propaganda Indians are peaceful and also the highest earning ethnicity in pretty much all big white countries they just wanna turn people against because there’s a growth in their people
Identity Attack0.3817989
Insult0.083359696
Profanity0.12220735
Threat0.019573374
Severe Toxicity0.019095084
Moderate 0.3389984 Moderate Con 0.358 Unverified_Claim
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
None are indian as homeless because indian save and they dont do drugs and even if they do drugs they fix themself this is pure raceism...sadly i have to report this video...also indian do pay …
None are indian as homeless because indian save and they dont do drugs and even if they do drugs they fix themself this is pure raceism...sadly i have to report this video...also indian do pay tax...i agree that there are people comeing who dont know english and the quality has gone down but its wrong to say no indian in homeless shelter and we dont pay tax....
Identity Attack0.36598656
Insult0.16766082
Profanity0.052183274
Threat0.010783645
Severe Toxicity0.015931819
Moderate 0.33836752 Constructive 0.654
Oct 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
this video was very unresolved message buddy. i am sorry if my words sound stupid or weird, my apologies. as an indian who live in india, yes the scarcity related to jobs and financial scrutiny …
this video was very unresolved message buddy. i am sorry if my words sound stupid or weird, my apologies. as an indian who live in india, yes the scarcity related to jobs and financial scrutiny is real but i wouldn't dare leave my country. there are ways to live happily here i am sure for some it might not be as such and they chose to live abroad that's their decision i have nothing to say there. but you have to also understand India houses 1.47 billion population. 1 out of 300 people are able to get in canada but since the size pool is bigger that tries for it the number sky rocket as well. i have no remarks against india not against the canadian who have lived there for generations. in my eyes they both are right and it's government that should do something about it. i can totally understand the perspective of white canadians if all they see is a chruch that was turned into a hindu temple.
Identity Attack0.15303208
Insult0.23237456
Profanity0.2453505
Threat0.02181799
Severe Toxicity0.017416617
Moderate 0.3302291 Constructive 0.82
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
say what you want about indians, -at least they work, -don't take government money to live on welfare for their 10+ kids, -buy out all the houses and sell it for cheap to a specific …
say what you want about indians, -at least they work, -don't take government money to live on welfare for their 10+ kids, -buy out all the houses and sell it for cheap to a specific group of people, and in the intro alone had actual honest opinions from indian people about what's going on then in the 2 jew videos combined
Identity Attack0.37222284
Insult0.10148193
Profanity0.10611444
Threat0.014911477
Severe Toxicity0.017739398
Moderate 0.3234372 Moderate Con 0.385 Identity_Assertion
Feb 24, 2026 2 likes Inside Canada's Indian Invasion...
The man that you featured early in this video, the one in the brown coat and hi-viz vest... why didn't you blur out his face? Surely, you know that his life can be ruined for …
The man that you featured early in this video, the one in the brown coat and hi-viz vest... why didn't you blur out his face? Surely, you know that his life can be ruined for the things that you've shown him saying.
Identity Attack0.023595277
Insult0.10294484
Profanity0.068967216
Threat0.13734594
Severe Toxicity0.0127685545
Moderate 0.32289913 Moderate Con 0.49 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Excellent video Just saying on here this its scary cus its exactly like this n one is thought to be as RAC!ST
Excellent video Just saying on here this its scary cus its exactly like this n one is thought to be as RAC!ST
Identity Attack0.13591312
Insult0.12702756
Profanity0.19278693
Threat0.016292779
Severe Toxicity0.020257099
Moderate 0.32236105 Constructive 0.545 Fear_Threat
Aug 29, 2025 Why Canadians Are Turning Against …
Racism toward Indians is getting way too normalized online. This video isn’t ‘comedy’ or ‘criticism’—it’s lazy stereotyping. Indo-Canadians contribute massively to Canada in healthcare, tech, small businesses, trucking, education, and more. If your whole ‘content’ …
Racism toward Indians is getting way too normalized online. This video isn’t ‘comedy’ or ‘criticism’—it’s lazy stereotyping. Indo-Canadians contribute massively to Canada in healthcare, tech, small businesses, trucking, education, and more. If your whole ‘content’ is punching down on an immigrant community, that says more about you than us
Identity Attack0.36733335
Insult0.16266862
Profanity0.033144772
Threat0.012078222
Severe Toxicity0.009498596
Moderate 0.31686464 Constructive 0.569 Moral_Argument
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
Brother at one side you say you are doing nothing wrong and Indians attack you for no reason but your thumbnail justifies those attacks. Btw I didn't find anything else offensive from your side in …
Brother at one side you say you are doing nothing wrong and Indians attack you for no reason but your thumbnail justifies those attacks. Btw I didn't find anything else offensive from your side in the video keep it up👍
Identity Attack0.23770751
Insult0.0777699
Profanity0.075468846
Threat0.059796512
Severe Toxicity0.013672344
Moderate 0.30452284 Constructive 0.674 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I watched a video here on YouTube. In that video it features the real state agent (Catherine Antwi) on tiktok. And that Agent says she talked to an Indian couple who are undocumented for 22years …
I watched a video here on YouTube. In that video it features the real state agent (Catherine Antwi) on tiktok. And that Agent says she talked to an Indian couple who are undocumented for 22years in canada but owning 3 houses which is 2.5million. That couple use their cousin's name who has status. Why didn't cbsa or ircc didn't know about this kind of mortgage fraud. These couple are truly tax evaders and criminals. They should be ask to pay whatever they steal from not paying the taxes for 22years. The cbsa and ircc should hunt them and deport!!
Identity Attack0.16587129
Insult0.27558193
Profanity0.049928714
Threat0.010757755
Severe Toxicity0.009269714
Moderate 0.30439767 Constructive 0.689
Nov 21, 2025 20 likes Thousands of refugees allowed into …
I’m so happy you made this video, I’m from Ontario. And if you speak out and say there’s too many that have moved here you’re considered racist. They come here and scam their way into …
I’m so happy you made this video, I’m from Ontario. And if you speak out and say there’s too many that have moved here you’re considered racist. They come here and scam their way into the country then bring half their family here, I think it’s disgusting what’s been going on here and there’s too many let into the country. There’s nothing wrong with immigration, but when it feels like a takeover it’s too much
Identity Attack0.25478655
Insult0.21135417
Profanity0.08613731
Threat0.008815889
Severe Toxicity0.010070801
Low Tox 0.295883 Constructive 0.737 Fear_Threat
Jan 27, 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.