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Canadian Immigration Dashboard [ CID ]
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 3 of 8
Makes you hope that the fat guy on a scooter will one day rely on an African doctor or Nurse that happen to see the video and recognizes his face
Makes you hope that the fat guy on a scooter will one day rely on an African doctor or Nurse that happen to see the video and recognizes his face
Identity Attack0.36702603
Insult0.40243408
Profanity0.17008601
Threat0.021645326
Severe Toxicity0.023076924
Moderate 0.42568782 Low Con 0.291 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
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...
You claim not to be racist, yet you zoom in on a man wearing slides as if he’s committing a crime? You cut to videos of only filthy street food and people doing disgusting things, …
You claim not to be racist, yet you zoom in on a man wearing slides as if he’s committing a crime? You cut to videos of only filthy street food and people doing disgusting things, generalizing an entire country based on hateful reels that I know you make as well. This adds fuel to the fire. By your logic, you probably live in a crack den, surviving on canned beans and food I wouldn’t even feed my farm animals, doped up on speed, living the American dream? I should make a video showing Tyler Oliveira’s homeland and cut to montages of Kensington, Philadelphia, Skidrow, and all those poor homeless communities you visit and antagonize for views and money. I should show all the weirdos that you know wander the streets of the country you call home, hurting and killing people in the name of beef or some ridiculously moronic bullshit. At least I don’t have to worry about getting shot or kidnapped by masked men in my country, but go on, bro, focus on the poop slingers and beggars. I’m absolutely not against you making videos on such topics, highlighting the abuse of the immigration system in both countries is important and above that, is your right to express yourself or report on. However, adding these unwanted tangents for clout and view baiting is not the definition of “independent journalism” that you claim to do. I was a huge fan of yours, but ever since you started making content about immigrants in New York City, you’ve gone down a very dark path. I hope you reflect on your actions and reconsider your outlook on the world.
Identity Attack0.12556632
Insult0.44126466
Profanity0.1308005
Threat0.02613456
Severe Toxicity0.023076924
Moderate 0.42349213 Constructive 0.686 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Finally someone makes a video on Brampton! 🇮🇳 You’ve been killing it lately with these videos
Finally someone makes a video on Brampton! 🇮🇳 You’ve been killing it lately with these videos
Identity Attack0.058401883
Insult0.097093195
Profanity0.17987521
Threat0.42643023
Severe Toxicity0.023076924
Moderate 0.42129645 Moderate Con 0.466 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Why does it matter to you why they're there? Why don't you make a video about how the white man stole North America from the native Indians?
Why does it matter to you why they're there? Why don't you make a video about how the white man stole North America from the native Indians?
Identity Attack0.47178617
Insult0.24561718
Profanity0.13697
Threat0.028897164
Severe Toxicity0.02258113
Moderate 0.4014846 Low Con 0.237 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Please make more scammer videos you could go to Athens praque Copenhagen and many more those are just down places
Please make more scammer videos you could go to Athens praque Copenhagen and many more those are just down places
Identity Attack0.08004672
Insult0.24928534
Profanity0.1854088
Threat0.053654157
Severe Toxicity0.023076924
Moderate 0.4014846 Low Con 0.295 Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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)
White guy from Europe invades random Red Indian land and names it Canada 🇨🇦 . Years later, his ancestor comes around to make a video that real indians have invaded and might do to them, …
White guy from Europe invades random Red Indian land and names it Canada 🇨🇦 . Years later, his ancestor comes around to make a video that real indians have invaded and might do to them, what they did to the Red Indians 😂😂😂
Identity Attack0.46028158
Insult0.1669316
Profanity0.11168506
Threat0.053007595
Severe Toxicity0.023076924
Moderate 0.38811707 Low Con 0.193 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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...
I form India You will not make this video about Pakistani Muslims because you are afraid of them.😂 -These people also live a little bit in the song and then they fall
I form India You will not make this video about Pakistani Muslims because you are afraid of them.😂 -These people also live a little bit in the song and then they fall
Identity Attack0.3817989
Insult0.16551061
Profanity0.13697
Threat0.048481647
Severe Toxicity0.023076924
Moderate 0.37751234 Low Con 0.211 Unverified_Claim
Feb 6, 2026 4 likes Inside Canada's Indian Invasion...
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)
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...
Hey Hatemonger. Tim Horton's in India are much nicer than they are in Canada. Google it. Or go visit. Your brain will open up a bit. Instead of videos like this make a video questioning …
Hey Hatemonger. Tim Horton's in India are much nicer than they are in Canada. Google it. Or go visit. Your brain will open up a bit. Instead of videos like this make a video questioning Canadian government policies and why immigration authorities are asleep at the wheel as visas and permits expire and people overstay their visits. Quality of Canadian YT content is being run into the sewage by creators like you.
Identity Attack0.11396073
Insult0.39297962
Profanity0.032894265
Threat0.008349842
Severe Toxicity0.009994507
Moderate 0.37751234 Constructive 0.512 Policy_Critique
Feb 27, 2026 1 likes 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...
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)
Thanks to all the Indians living in Brampton...All are hardworking people. This Canadian economy is surviving because of high education fees charged to International students, money they bring from their home countries ,they work hard …
Thanks to all the Indians living in Brampton...All are hardworking people. This Canadian economy is surviving because of high education fees charged to International students, money they bring from their home countries ,they work hard in workplaces,hospitals,schools,retail,IT,manufacturing,government etc. ... Otherwise the so called mainstream bankrupt Cauca***n people dont even have money for retirement....Entitled lot dont want to work, they just want to make hateful videos and get attention. While they make such videos, Immigrants are focusing on working hard and getting ahead in life.
Identity Attack0.38176915
Insult0.3388922
Profanity0.22723788
Threat0.0100069
Severe Toxicity0.023076924
Moderate 0.37458646 Constructive 0.656
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
You will not see this guy making a video over Ukrainians taking over Canada because they are Caucasian
You will not see this guy making a video over Ukrainians taking over Canada because they are Caucasian
Identity Attack0.44690517
Insult0.123407245
Profanity0.069969244
Threat0.017674083
Severe Toxicity0.016771052
Moderate 0.3722269 Low Con 0.137 Identity_Assertion
Feb 22, 2026 Inside Canada's Indian Invasion...
Should make a video on dubais caucasian invasion
Should make a video on dubais caucasian invasion
Identity Attack0.4006267
Insult0.10294484
Profanity0.14402086
Threat0.1348172
Severe Toxicity0.023246882
Moderate 0.36867723 Low Con 0.232 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Make a video about black fatigue
Make a video about black fatigue
Identity Attack0.39461556
Insult0.16266862
Profanity0.19032755
Threat0.05268431
Severe Toxicity0.023076924
Moderate 0.3666224 Moderate Con 0.374 Meta_Commentary
Aug 26, 2025 Why Canadians Are Turning Against …
The comments on this video makes me sick. As a Canadian it genuinely disturbs me to read all the extremely racist rhetoric from people who I think better of. None of this video had any …
The comments on this video makes me sick. As a Canadian it genuinely disturbs me to read all the extremely racist rhetoric from people who I think better of. None of this video had any facts or anything. He just interviewed a racist guy on a bike and suddenly everyone thinks that is fact? If you actually did any real research, immigration has stimulated the Canadian economy immensely whether or not people want to believe it. And multiculturalism and sharing cultures will never be a bad thing. Racism will never be okay for Canadians. Stop it.
Identity Attack0.25309357
Insult0.3388922
Profanity0.057944927
Threat0.009204263
Severe Toxicity0.013285006
Moderate 0.36095104 Constructive 0.708 Moral_Argument
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
My only problem with immigrants is that when you are in another country, you should conform to that country not try to make it a replica of your former country. Many don't even want to …
My only problem with immigrants is that when you are in another country, you should conform to that country not try to make it a replica of your former country. Many don't even want to learn the language. Anyway from the video, the number of unemployed Canadians are not because of the Indians, they just don't want to work hard to earn a living, they want handouts. Most look like homeless druggies, don't blame others for what you did to yourself. If you are unhappy where you are, Canada is a big place go somewhere else and start over.
Identity Attack0.38176915
Insult0.3388922
Profanity0.05543986
Threat0.008323951
Severe Toxicity0.014511578
Moderate 0.36043653 Constructive 0.588
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
I love how this guy went from doing college videos to making scammer and invasion videos top 5 YouTuber right here.
I love how this guy went from doing college videos to making scammer and invasion videos top 5 YouTuber right here.
Identity Attack0.052490227
Insult0.24903896
Profanity0.19770569
Threat0.025271246
Severe Toxicity0.01735206
Moderate 0.35186127 Low Con 0.259 Meta_Commentary
Feb 22, 2026 302 likes Inside Canada's Indian Invasion...
I would love to see videos of how europeans are invading the global south. My home country Kenya, so many Europeans and Americans moving there. They are also moving to Uganda, Rwanda, Tanzania, Cape town …
I would love to see videos of how europeans are invading the global south. My home country Kenya, so many Europeans and Americans moving there. They are also moving to Uganda, Rwanda, Tanzania, Cape town in large numbers. We haven't even talked about Vietnam, Thailand etc. I want to see these videos. How they are destabilising our prices. How cost of living is going up because all these white people are moving to our countries. Cheap healthcare, cheap and affordable cost of living, great cultures, amazing food, great parties, great beaches, amazing wildlife etc. I go to clubs in Kenya where the majority is white people. Working remote jobs, getting paid is dollars and euros and enjoying life in the global south countries. Make that video.
Identity Attack0.3908055
Insult0.16337912
Profanity0.15195307
Threat0.05721026
Severe Toxicity0.023076924
Moderate 0.3389984 Constructive 0.747 Comparative_Framing
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.