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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 #}

Comment Explorer

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Active: "All the pathetic whites are …" 14 comments
All the pathetic whites are disgusting pieces of shit who killed and suppressed the real citizens of the land now known as America. Whites are despicable and pathetic.
All the pathetic whites are disgusting pieces of shit who killed and suppressed the real citizens of the land now known as America. Whites are despicable and pathetic.
Identity Attack0.84706575
Insult0.8987166
Profanity0.78491896
Threat0.44185185
Severe Toxicity0.52891463
Toxic 0.95048624 Low Con 0.253 Identity Attack Insult Identity_Assertion
Mar 3, 2026 Inside Canada's Indian Invasion...
This channel is becoming a textbook example of white nationalism. Pathetic and lame lmao. This isn’t journalism. Journalism is unbiased, factual, and research based. Remove “news” from your channel name. Lazy, biased, unfounded video with …
This channel is becoming a textbook example of white nationalism. Pathetic and lame lmao. This isn’t journalism. Journalism is unbiased, factual, and research based. Remove “news” from your channel name. Lazy, biased, unfounded video with no reliable facts. Better to keep your videos in the drafts You’re not going to be considered journalistic with this type of slop. Good luck surpassing actual news companies with this shit
Identity Attack0.46028158
Insult0.6308392
Profanity0.66405153
Threat0.034422375
Severe Toxicity0.35368225
Toxic 0.8364697 Low Con 0.181 Insult Meta_Commentary
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I won't believe a single video you post for going after soft white unbelly. You don't research stuff and like to defamate people's reputation without doing due diligence. You're a horrible person and karma is …
I won't believe a single video you post for going after soft white unbelly. You don't research stuff and like to defamate people's reputation without doing due diligence. You're a horrible person and karma is a B*tch!!! Mark is one of the most transparent, genuine people that wishes to help people and when someone like you who only goes for likes and could care less about helping people is pathetic.
Identity Attack0.21866
Insult0.6991143
Profanity0.5643384
Threat0.016638106
Severe Toxicity0.3493117
Toxic 0.7761081 Constructive 0.539 Insult Meta_Commentary
Feb 16, 2026 Inside Canada's Indian Invasion...
White Canadians collapsing their own country. F'en pathetic!
White Canadians collapsing their own country. F'en pathetic!
Identity Attack0.6007182
Insult0.6831271
Profanity0.22562476
Threat0.010239923
Severe Toxicity0.05025077
Toxic 0.73663366 Low Con 0.159 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
As a Canadian, I am so sick and tired of being told that i have this bullshit nonsense, non-existent " white privilege," which is a load of shit. I am terrified for my little girl …
As a Canadian, I am so sick and tired of being told that i have this bullshit nonsense, non-existent " white privilege," which is a load of shit. I am terrified for my little girl when it is time for her to get a job because my little girl and I are white, so we are put at the bottom of the list for being employed. And on top of that i am expected to bow down and not have a voice or an opinion about anything when it comes to immigrants and that because my daughter and i are white so we are automatically considered to be racists colonizers and forced to pay the price of something that happened long before i was even born and had nothing to do with just because the color of my skin . God gave us all our skin color and made us all . I had no say with being born with the color of my skin. Canadians of all colors and cultures are suffering so badly because we brought in so many immigrants who demand we change everything and pretty much bow down to them and told that we all have to change . Stop trying to change Canada and the Candian people . I refuse to bow down to anyone who tells me that i dont matter, and my opinion doesn't matter because of my skin color and because i am assumed to have bs white privilege. The only people i see having all of the privileges are the immigrants coming in trying to force us to bow down to them while starting protests to change Canada . I will fight against these immigrants who are trying to force Canada to change to their ways, which won't ever happen . If you want to change Canada to your way of life and culture, then just stay in your own damn country . We need to get rid of these protesting immigrants who do this crazy shit . It's pretty pathetic and sickening that Canada lost it's back bone and allowed angry immigrants to come in here and take over everything and try to change the country and laws and treat the Canadian people as if we are less than them which is sickening. As far as i am concerned, any immigrant that came here that are fighting and protesting against Canada to change Canada to how they want Canada to be while treating all Canadian people as second class citizens plus destroying the country and destroying nature while breaking laws and demanding that all Canadians give in to their demands need to be kicked out of Canada and never be allowed to return . It will be a cold day in hell before i bow down to any of them who try to destroy my country and tell me that i am white so i need to be silenced because i am white and a colonizer so i dont matter . And white people have a hard time finding work . My daughter is sick, and so am i, so when it takes 2 years to see a gynecologist or take 6 weeks to see a doctor, it is insane. This situation is so bad for all Canadians that we need to grow a pair of balls and take back Canada and stop sending our money to other countries and stop allowing immigrant terrorists destroying the Canadian people and Canada and it's nature . If Canada doesn't start to fight back, we will all be screwed even more in the very near future . CANADA NEEDS TO GROW A PAIR OF BALLS AND PUT AN END TO THE GOVERNMENT BS AND TO STOP THESE IMMIGRANT TERRORISTS AND CLOSE OUR BOARDERS AND STOP SENDING MONEY TO OTHER COUNTRIES AND DEPORT ANY IMMIGRANTS WHO TAKES PART IN TERRORISTS ACTS AND BREAKS THE LAWS . And it kills me to say this because i love my country, but if Canadians are not going to stand together as one and take back our country and our lives and fight for change now then we might as well become Americas 51st state because we lost our Canadian pride . And it shows that Canadians don't care about Canada anymore . 💔
Identity Attack0.5498214
Insult0.5588244
Profanity0.6643082
Threat0.03304107
Severe Toxicity0.3361876
Moderate 0.6611249 Constructive 0.595 Identity Attack Insult
Sep 7, 2025 Why Canadians Are Turning Against …
Oh, Tyler Oliveira—you sniveling, camera-clutching clown from the States, desperately chasing clicks by dunking on India like it's your ticket to relevance. You slither into our sacred festivals, twist them into your racist freak shows, …
Oh, Tyler Oliveira—you sniveling, camera-clutching clown from the States, desperately chasing clicks by dunking on India like it's your ticket to relevance. You slither into our sacred festivals, twist them into your racist freak shows, and call it "content"? That Gorehabba video where you mocked an ancient Karnataka ritual as the "sh***iest experience" of your life? Pathetic. You got roasted so hard by millions of Indians that you cried uncle, doxxed and threatened, begging for mercy while scrapping your whole "documentary." Then you pivot to whining about "Canada's Indian Invasion," painting hardworking Indians as some horde overwhelming your precious borders—only for YouTube to smack it down before you reuploaded your bile. Newsflash, you bottom-feeding provocateur: India's not your punchline. We're the eternal empire that's outlasted losers like you for millennia. Time to school your ignorant ass on why you should've stayed in your mom's basement—India, the unstoppable tiger that could crush your entire "career" without noticing. Let's start with the obvious: scale, you microscopic meme. India's a juggernaut with 1.45 billion souls, a population exploding with talent and tenacity, projected to dominate the world demo while your declining West scrambles for immigrants to wipe its ass. We're bigger than your wildest fever dreams—3.287 million square kilometers of epic diversity, from Himalayan fortresses to tech hubs that power the globe. You? A solo YouTuber with a few million subs, hiding behind a mic, peddling poop jokes because real journalism's too hard. Your "exposés" on cow dung rituals or urine therapy? Cherry-picked trash from one village, ignoring that India's the cradle of civilization— inventors of zero, yoga, and chess when your ancestors were grunting in caves. You sensationalize our extremes to feed your racist fanbase, but guess what? We own the narrative now; your videos get mass-reported and buried because 1.5 billion of us don't play. Economy? You love ranting about H-1B visas and Indians "invading" jobs—cry harder, Tyler. India's GDP is blasting past $4 trillion, eyeing $10 trillion by 2030, with 7% growth that laps your stagnant economy. We're the world's startup unicorn factory, with giants like Reliance and Tata that could buy your channel for chump change. Indian CEOs run Google, Microsoft, and half of Silicon Valley—your tech overlords are us, bro. And those "invasions" you fear? We're the brains keeping Canada and the US afloat; without Indian talent, your countries would crumble into irrelevance. Your anti-Indian rants on visas? Just salty jealousy from a guy whose "content" relies on AI-generated slop and hate bait. Keep mocking; we'll keep innovating and out-earning you. Power? Don't make me laugh. India's military is a nuclear-armed beast: $80+ billion budget, 1.4 million troops, hypersonic missiles, and carriers that could sail circles around your non-existent army. We're ranked top 4 globally in firepower, staring down real threats while you play pretend journalist in safe suburbs. You "fight" with a camera; we'd "eat you up" with one viral backlash—remember how we turned your life into "a living hell" with reports and threats? That's just a taste; cross us again, and your channel's toast. But we're merciful giants—unlike you, we don't need to stoop to your level. Our people? Unbreakable legends. A mosaic of 2,000+ ethnic groups, 22 languages, and faiths that birthed Buddhism, Hinduism, and the world's largest democracy. Bollywood crushes your Hollywood knockoffs; our cuisine, from biryani to butter chicken, rules global menus while you gag on sensationalized "poop" stories. We've conquered empires—the Mughals, British—and risen stronger, while you're just another white dude profiting off exoticism. Racist? Check your mirror; your videos drip with disdain for "third-world" vibes, but India's soft power—cricket, curry, tech—owns the planet. You called our festival "humanity's extinction" risk? Nah, that's your career after we expose your bigotry. So, Tyler, tuck your tail and run. Apologize for your propaganda, delete your trash, and stick to interviewing rednecks. India's not your playground; we're the big daddy that broke you once and can do it again. Stay scared, clown. Jai Hind!
Identity Attack0.44690517
Insult0.67254376
Profanity0.4177144
Threat0.10542984
Severe Toxicity0.34942797
Moderate 0.64447093 Constructive 0.512 Insult Meta_Commentary
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
It’s so pathetic that the white man keeps referring to himself as a racial slur before he says anything.
It’s so pathetic that the white man keeps referring to himself as a racial slur before he says anything.
Identity Attack0.5135796
Insult0.6109131
Profanity0.27207452
Threat0.008893564
Severe Toxicity0.023645958
Moderate 0.62136006 Low Con 0.2 Identity Attack Insult
Oct 4, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
promoting a malware/spyware while being racist peak white person activity LOL, good thing is his viewers are gonna download it and get the spyware , pathetic , get a job , the truck driving indian …
promoting a malware/spyware while being racist peak white person activity LOL, good thing is his viewers are gonna download it and get the spyware , pathetic , get a job , the truck driving indian at least earns an honest living
Identity Attack0.4931391
Insult0.5130944
Profanity0.30161268
Threat0.034422375
Severe Toxicity0.16960317
Moderate 0.6020386 Low Con 0.132 Insult Identity_Assertion
Feb 9, 2026 3 likes Inside Canada's Indian Invasion...
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with …
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with the fluorenscent vest claims!!! We have African brothers and sisters who are basically geniuses. We have that, too, better than whites. Inventions made by Blacks but, the white man wanted the credit so bad for it. That's your story, anything Africans/Blacks create, y'all want to steal and, "make it ours" and you alter history books and other storytelling materials for that. You people have a serious issue and he claims whites as being the good ones? 😂😂 Seriously, this bullshit boils my blood, it makes me sick. No one is good except God! Just because you do not understand another man's culture, it doesn't mean he's of low intelligence. Same language dialects. I can't believe he said such bullshit about my people! Does he mingle with us or know us?! He looks like he's probably stayed in Canada all his life until now. This is pathetic but I know you whites are just afraid and terrified of us. I'll never forget the way we suffered and still are.
Identity Attack0.55044734
Insult0.48484445
Profanity0.48510036
Threat0.06863153
Severe Toxicity0.23225832
Moderate 0.5532103 Constructive 0.654 Identity Attack Moral_Argument
Feb 17, 2026 2 likes Inside Canada's Indian Invasion...
The problem is not indian people. People hate because indians don’t have civic sense. 1 they say phanchod anywhere in public which is vulgar behind. white people also know what it means. 2 throw garbage …
The problem is not indian people. People hate because indians don’t have civic sense. 1 they say phanchod anywhere in public which is vulgar behind. white people also know what it means. 2 throw garbage anywhere 3 noise pollution and smell of cooking 3 don’t know english illegal immigration. Don’t follow rules They do rallies which is blocking road in the name of god. Which is pathetic.
Identity Attack0.5135796
Insult0.5130944
Profanity0.4131548
Threat0.03787563
Severe Toxicity0.16960317
Moderate 0.5532103 Moderate Con 0.364 Identity Attack Insult
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Immigration is obviously a mess, but a big problem like in the U.S is that the immigrants are the only one who do the dirty work or hard jobs that require actual physical work. The …
Immigration is obviously a mess, but a big problem like in the U.S is that the immigrants are the only one who do the dirty work or hard jobs that require actual physical work. The white folk or the citizens born and raised do not want to touch these kind of jobs. But overall canada especially the toronto and surrounding areas has taken a turn for the worse in the past 10-15 years. Also that guy on the bike is one of the dumbest racists who is one of the lazy white folk that complain of other cultures but wont put any effort in improving their own pathetic lives.
Identity Attack0.5135796
Insult0.5678696
Profanity0.20262444
Threat0.009981008
Severe Toxicity0.023270357
Moderate 0.54823303 Moderate Con 0.497 Identity Attack Insult Economic_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and …
Thank you for documenting this bro… seeing Brampton turn to the hellhole “Bramladesh” (nickname we call it) has been incredibly sad, I use to go to Bramladesh to watch Brampton Battalion (OHL Hockey) games and the city was a great blue collar town to spend time in… ever since the Indian invasion I almost never go, seeing people defaecate and urinate frequently in public, the abhorrent driving, the dirtiness, & the incredible rudeness of the Indian population has made me not visit in yrs now. It’s getting worse in other areas like Niagara as well, where the same problem is occurring. What kills me is that if anyone who’s white speaks up about this the pathetic liberals instantly call you a “bigot” or a “Racist” for simply stating facts and expressing how MANY of us are feeling. A vast majority of Canadians had NO problem with the initial influx of Indians moving here in the early 2000’s they came over we’re very respectful, assimilated, became Canadians, & respected Canada and Canadians… this last 15 yrs has been the exact opposite.
Identity Attack0.4453683
Insult0.40243408
Profanity0.26735115
Threat0.030623792
Severe Toxicity0.023927659
Moderate 0.41168427 Constructive 0.738 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I wonder why some people cry about being a minority and wondering why there are so many immigrants. 1. Immigrants are here to pay for your old age benefits. 2. The whites are a minority …
I wonder why some people cry about being a minority and wondering why there are so many immigrants. 1. Immigrants are here to pay for your old age benefits. 2. The whites are a minority because of a non-existent family value. 90% come from divorced parents or parents who never married. They also are barely interested in taking the responsibility of having children. A generation that turned away from God and wonder why they are getting extinct! It is also pathetic to see a lot of new immigrants not wanting to keep the city clean and carry on some of the good practices of the people who lived here before.
Identity Attack0.44690517
Insult0.40243408
Profanity0.13344458
Threat0.009722093
Severe Toxicity0.020127986
Moderate 0.4014846 Constructive 0.54 Moral_Argument
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
As a indian my self i found saying "proud canadian " from a indian is really weird cringy they are not even inviting you and all of they just tryn hard to associate with them …
As a indian my self i found saying "proud canadian " from a indian is really weird cringy they are not even inviting you and all of they just tryn hard to associate with them either make india better or live here there is no need to move out HIndus are already started birthcontrols being aware is just all we need thats it i think whites or native people are right because no one likes sudden changes !! I am also capable of moving out but i will not i think i can do something better here i can make my community better . Indians also have this some kind of invisible competetion between there extended fam. or neighbourhood which is the one of the shittiest reason of indian leaving india they think washing dishes is better then a business or farmer here . I know we have multiple problems but leaving them would not give any solution to them ,we are actually growing it takes time to be like any europian country but im sure we should not have to like them we can be better in our own we are not in a race of living better all we have to do is making our living standards better Rule No 1 Never make more than 2 children Dont do something uncivilied thing in front of them We are really good in cleaning our houses but focus on streets too( ofc this is not for all many of us are actually doing this) Dont give shit about politics too much your control should be in your hands Practice religion very well , Dont cutt off from roots Dont beileve in pathetic rituals Rivers are water sources respecting them means keep them clean as possible thats all Work on esthetics of your streets try to make your house lil similar to all and dont think of job either you can make jobs THATS ALL. In this case like if we say we dont want to tolerate illegal bangladeshis same as they NO nation wants too much people from a particular country it obviously feels like invaded Anyhow To all white people reading this May be you can found us problematic in some way but most indian are really sweet and kind by heart .
Identity Attack0.36702603
Insult0.24493282
Profanity0.092279755
Threat0.010472948
Severe Toxicity0.014447021
Moderate 0.31963667 Constructive 0.707
Jan 3, 2026 1 likes 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.