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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: "Some immigrants pretend to be …" 11 comments
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...
They came on fraudulent student visas, with lies, those who had legal student visas, perfectly knew that there are steps towards immigration. Those who had fake visas, also perfectly knew the fact and pretended to …
They came on fraudulent student visas, with lies, those who had legal student visas, perfectly knew that there are steps towards immigration. Those who had fake visas, also perfectly knew the fact and pretended to be innocent with lies. Instead of following regulations, they started rioting in city squares, in city parks, making noise, throwing garbage. "Halt on Deportations: In response to the scandal, the Canadian government paused the deportation of the implicated students to investigate the situation further and consider alternative solutions.  Review of Cases:A process was put in place to review the cases of the affected students, particularly those who were victims of the fraud.  Fake Admissions:The students obtained their Canadian visas through a fraudulent agent who provided fake admission offers from Humber College, leading to their entry into the country.  Loss of Status:Upon discovering the fake letters, the students were deemed to have lost their study permit status, making them subject to deportation by the Canada Border Services Agency (CBSA).  Political Pressure:The New Democratic Party (NDP) in Canada called on the government to not deport these students, highlighting their exploitation and the circumstances under which they were brought to Canada.  Crackdown on Scammers:The government and authorities also began cracking down on the agents and fraudulent institutions that facilitated this scam, as the students were often unaware of the forged nature of their documents, according to the Canadian Federation of Students.  Advocacy for Students:Organizations and Members of Parliament (MPs) called on the government to show leniency towards the students, highlighting their victim status and advocating for waivers of deportation.
Identity Attack0.10221587
Insult0.26957804
Profanity0.06646215
Threat0.011974656
Severe Toxicity0.00919342
Moderate 0.30716252 Constructive 0.628 Unverified_Claim
Sep 23, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Poor countries are unfree and have higher malnutrition. That causes lower IQs. It’s why North Korea has lower IQs than South Korea. IQs are not fixed in stone. North Korean IQs improve when they escape …
Poor countries are unfree and have higher malnutrition. That causes lower IQs. It’s why North Korea has lower IQs than South Korea. IQs are not fixed in stone. North Korean IQs improve when they escape to South Korea. And Canada’s immigration program is selective. Funny how racists like to pretend that immigration isn’t selective. It’s to prevent immigrants from being on welfare more than the citizen population, which is how it should be. Higher-skilled workers are mostly chosen to immigrate. They make good money through their skills, and are giving back to the country through paying taxes. This includes Africans, especially Christian ones. This guy isn’t fully using his head, ironically.
Identity Attack0.24293575
Insult0.191015
Profanity0.020510335
Threat0.0073918556
Severe Toxicity0.0062179565
Low Tox 0.27525392 Constructive 0.545 Economic_Argument
Feb 18, 2026 1 likes Inside Canada's Indian Invasion...
Where arw they getting the money for all these temples,and house??? Regular Canadians don't even get enough from the churches bc the immigrants come and take and pretend their a different households when meanwhile they …
Where arw they getting the money for all these temples,and house??? Regular Canadians don't even get enough from the churches bc the immigrants come and take and pretend their a different households when meanwhile they live in a giant house on their own all together.seriously where is he money for the mosques and thier mosque based scolaraships coming from????
Identity Attack0.31015682
Insult0.07998765
Profanity0.019690514
Threat0.0070552654
Severe Toxicity0.0074386597
Low Tox 0.2667042 Moderate Con 0.46 Unverified_Claim
Sep 22, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Taxes and Immigration are just two of the Weapons being used against every Canadian by the Government working in cahoots with greedy and lazy oligopolies in this Country, The Question is; Are we as Canadians …
Taxes and Immigration are just two of the Weapons being used against every Canadian by the Government working in cahoots with greedy and lazy oligopolies in this Country, The Question is; Are we as Canadians being replaced ? Absolutely, and it is best not to pretend that it is not happening. Why is the Government flooding the Country with so many Immigrants at such a rapid pace ? Answer: Immigrants from certain parts of the World on average tend to be superficially obedient and compliant as regards Authoritarian Mechanisms ( social face ) However, they are simply more " skillful " and crafty when it comes to getting things done. They share the same cultures, languages, tribal and other local networks and many times those connections extend internationally. As Canadians, we tend to be highly individualistic, often politically and socially apathetic - in short, we do not have what they have. We are being out-competed and exploited by the very Freedoms we've fought to uphold.
Identity Attack0.12440576
Insult0.19500497
Profanity0.022833163
Threat0.009307829
Severe Toxicity0.0059509277
Low Tox 0.25462922 Constructive 0.636
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
The great population replacement theory is not theory anymore , results achieved , RCMP and Immigration pretending to do something via media spin and visual manipulation . Here is the con : headlines say investigation …
The great population replacement theory is not theory anymore , results achieved , RCMP and Immigration pretending to do something via media spin and visual manipulation . Here is the con : headlines say investigation , translation "we're looking into it " . Media shows shooting and netflix shooting drama . ...public perception of safety acheived , drinks all around for fooling them again .
Identity Attack0.020681098
Insult0.06953252
Profanity0.024404489
Threat0.063352615
Severe Toxicity0.0051498413
Low Tox 0.19314334 Moderate Con 0.343 Unverified_Claim
Feb 18, 2026 2 likes Canadian immigration officers investigating hundreds …
My family immigrated here in 2011. First, I want to express gratitude—to the Indigenous peoples who have always been the true stewards of this land, and to the other immigrants , despite a complicated history, …
My family immigrated here in 2011. First, I want to express gratitude—to the Indigenous peoples who have always been the true stewards of this land, and to the other immigrants , despite a complicated history, built a nation where opportunity is possible. We cannot erase the past, but we can acknowledge it and learn to live with respect. But to the wave of immigrants who came after 2017—listen carefully: you are ruining the very country you ran to for safety and opportunity. Too many of you are uncivilized. You don’t respect others. You lie, you cheat, you act without humility or integrity, you always go for short cut, you stink. You take advantage of a system you never helped build, and you give nothing back in return. This country was built on respect, honesty hard work, and accountability—values you seem to ignore. If you cannot live by those principles, then you don’t belong here. Canada is not here to lower itself to your standards. Either rise up, learn the values that make this country strong, or stop pretending you deserve the opportunities that others fought for. Never mind, just leave!!!!!!!
Identity Attack0.105256535
Insult0.07935401
Profanity0.019690514
Threat0.009359611
Severe Toxicity0.004234314
Low Tox 0.17891699 Constructive 0.605
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Maybe they are pretending to be clueless to avoid culpability for intentionally bringing in millions of immigrants simply for more Liberal votes! They know what they are doing.
Maybe they are pretending to be clueless to avoid culpability for intentionally bringing in millions of immigrants simply for more Liberal votes! They know what they are doing.
Identity Attack0.10221587
Insult0.05964688
Profanity0.015249812
Threat0.008013252
Severe Toxicity0.0028038025
Low Tox 0.16098402 Low Con 0.181 Unverified_Claim
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
I grew up with integration that I LOVED, met people from all over the world. I've been working since I was 14 I've worked for people from all over the world , rented from different …
I grew up with integration that I LOVED, met people from all over the world. I've been working since I was 14 I've worked for people from all over the world , rented from different people since I was 18 and learned great things I can add to my construction or cooking repertoire that you could possibly couldn't learn in the West without diversity. BUT now we have a group of people coming here buying up businesses while only hiring people from their country buying up single homes putting up crammy 8 plexus, and only renting to people from their home country. If these were French people like my heritage is, I would be even more pissed because I could say something without being called a racist. These immigrants are coming here with one goal retribution against the English Empire for the past or some shit, I dont know, and they're taking it out on us Canadians. over 5 years I've collected proof so I feel very safe coming out now and talking about this because I have everything to back it up. Those single homes I was talking about half of them burned down and they use insurance fraud money add multiple loopholes to use government money along the way as well, that's damn taxpayer money building parts of these homes... I'm a concrete worker they do not let these walls set properly, they don't seal the windows and doors properly, everything's going to leak but because they only rent to people from their home country after 3 years they can take their name off the property and nobody and I mean nobody is going to report leaks because they have a tyrannical control over who they rent to.... I dont even need to name the group because its OBVIOUS, living in the same city most ky life I've seen a drastic change, and this isnt intregation like my family did as they we're the members of french part of the metis tribe long ago. 5 years in a row they have added an average of 70,000 people legally to the city I live in I live in of 1.4 million people that is absolutely absurd the train system is packed all the way until 1:00 a.m.... it's just simple economics you can't add that many people and have a sustainable City.... these idiots never played sim city or some shit Also there are millions that came pretending to get spots in our universities and didn't show up, and these are the same people that are buying up all the businesses and houses and only letting the people from their own country be involved that is not integration....... There's also a huge problem with people faking Refugee status from this very place and there's even a few videos circulating online on just how to do it people from this country bragging how their making double of the average income of a Canadian a year PLUS free food and board from this fake Refugee status, HOLY FUCK! We are radicalizing here in Alberta and it's about to get real. Not only do these immigrants only want their own people involved in anything they are rude as hell when confronted about any of this even in a kind way.  There's a great deal of them that are at the top of the fenthinal distribution. mind you a lot of that's being shipped from other places but the distribution hails differently....roughly 70% of the major fenthinal arrests and seizures have those paticular heritage backgrounds to prove it. They are destroying the country in SO MANY WAYS, im DONE trying to be civil or nice about this debate,  5 years is my limit bitches, fuck you, fuck off or we'll fucking make you -Alberta proud , and fuck you again bitches
Identity Attack0.06749674
Insult0.0720671
Profanity0.06145202
Threat0.007534259
Severe Toxicity0.005493164
Low Tox 0.16043124 Constructive 0.775 Personal_Narrative
Sep 10, 2025 Why Canadians Are Turning Against …
Some immigrants pretend to be more loyal than the King, which is dangerous to the country. However, the immigrants who are honest and celebrate their culture without causing problems for the locals are better for …
Some immigrants pretend to be more loyal than the King, which is dangerous to the country. However, the immigrants who are honest and celebrate their culture without causing problems for the locals are better for the country. How many Westerners living in Africa integrated with local Africans even after living there for centuries? It is human mentality to practice your culture when you become a minority in another country.
Identity Attack0.13805299
Insult0.04149419
Profanity0.014942379
Threat0.007197669
Severe Toxicity0.0030326843
Low Tox 0.15435068 Constructive 0.709 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
What baffles me is how easily the government and public colleges are shifting the blame and pretending to be like a deer in the headlight. $252 million, this is the surplus profit) that one just …
What baffles me is how easily the government and public colleges are shifting the blame and pretending to be like a deer in the headlight. $252 million, this is the surplus profit) that one just one Ontario public college had in 2024. There’s no typing error, friends, this is the number and anyone can verify it. The last I checked, these colleges are not operated or governed by immigrants, it’s us who are in charge. We are being mislead to believe that the problem lies elsewhere. Colleges made money, the feds, province , region every body made millions. Where were these auditors for 8 years. This mass influx began in 2018, so was the entire government and administration at all levels was napping.
Identity Attack0.02439919
Insult0.0623257
Profanity0.01941724
Threat0.0072235605
Severe Toxicity0.0022697449
Low Tox 0.112643376 Constructive 0.621 Policy_Critique
Sep 28, 2025 10 likes IRCC Names India in Study …

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.