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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: "Oh, is he threatening to …" 4 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...
OH look white fragility being threatened. Youre not the main character in this World. Variety in culture good when it comes to the World!
OH look white fragility being threatened. Youre not the main character in this World. Variety in culture good when it comes to the World!
Identity Attack0.37655997
Insult0.11616662
Profanity0.09066332
Threat0.047835086
Severe Toxicity0.016900165
Moderate 0.3389984 Moderate Con 0.302
Sep 21, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
This mass immigration is deliberate and if you follow global politics you will see this isn’t just happening in Canada. It’s happening in the UK FRANCE GERMANY IRELAND SCOTLAND AUSTRALIA NEW ZEALAND POLAND HUNGARY BRUSSELS …
This mass immigration is deliberate and if you follow global politics you will see this isn’t just happening in Canada. It’s happening in the UK FRANCE GERMANY IRELAND SCOTLAND AUSTRALIA NEW ZEALAND POLAND HUNGARY BRUSSELS SPAIN ITALY PORTUGAL some of the above nations have woken up and have said enough. Both Poland and Hungary have said enough. Now the EU is calling them racists. It’s all Indian or Muslim immigration. They don’t immigrate for a better life it’s to take over and it’s millions of fighting g age men too. Our countries are setting up for award, civil wars. France just issued a memo to hospitals to get ready for military mass casualties that will start within 12 months from now. These globalists have been planning this great reset and new world order for many decades. I stared investigating these wicked globalists over a decade ago now. I have all evidence and receipts saved. How do you implode a nation, crash an economy, make citizens reliant on govt for everything… why bring in millions of immigrants and put their needs first. You can go to any city or town in Canada now. It’s hard to find a Canadian working. In Canada we have foreign workers programs that allows businesses to hire foreigners and the liberal federal govt pays 1/3 of these foreigners salaries. So of course any business like retail or restaurant’s biggest overhead is labour costs so if they can save like $6.00 an hour on every employee why wouldn’t they opt in for that. I also did a very deep dive into the voters in Canada. At least 4.5 million out of the 8.5 million voted the Carney liberals got in April 2025 were immigrant votes. That’s why Carney and liberals pander to the gigantic Muslim population in Canada. Muslims, Chinese, Indians from India, Ukrainians, Filipinos they all pretty much vote liberal. There weee over 100 Muslim groups that told their Muslim community to only vote for candidates that support Gaza Muslims and Palestinians. How is that not election interference. We know the Chinese directly interfere in our elections by threatening Chinese Canadians to vote liberal or their families in China will be harmed or they will be harmed inside Canada. In June Carney said Muslim values are Canadian values. Either this clown has no idea how radical Islam is or he knows and just panders for votes. Liberal cabinet ministers Anita Anand and Melanie Joly they both openly campaigned saying they must support Palestine because they both have large Muslim populations in their respective ridings. Over half of the liberal voter base is foreign now. I started in 2019 telling the federal conservatives look the liberals are importing new liberal voters. The party needs a strategy to win over the immigrant vote. I proposed hiring a team of individuals from the Muslim community, Chinese community etc to brainstorm on how to get their message across that if your an immigrant your best to vote conservative because the liberals don’t care about them they just want their vote. Show them how they may never own a home, how their kids will be worse off than them. That buy bringing in about 2 million more immigrants a year it is causing inflation and the affordability crisis. I believe if you can show these immigrant communities the truth they may consider voting conservative. Bit of the conservatives refuse to pivot we will never see another federal conservative govt in our lifetimes. It’s not racist it’s the truth. We need a foreign registry act to kick out foreign entities that harass bully and threaten immigrants in Canada to bend the knee or else. If we have 100 Islamic groups telling their community it’s yo only vote one way charge them with election interference. We need electoral reform badly in Canada. We need to end all immigration to Canada for at least 5 years maybe even 10. We need to deport those here illegally. No more fake asylum claims. This country can still be saved but we need immigrants on board to help save it. We need to remove broadcasting licenses of mainstream media networks that lie and bash conservatives. That’s deliberate political interference. It’s time we enforce the law. No more hate speech or hate crimes against any community especially the Jews. Deport these ppl back to Gaza if they are here on visas or revoke their citizenship and send them packing. We need ICE in Canada like they have in America. It’s long over due. If we get a hold of our borders and we stop the drugs we would have a new trade deal with Trump tomorrow. Carney doesn’t want that because it’s all he has to fear monger ppl oh bad Trump me Tarzan me good bad orange man. Haven’t you had enough now Canada? Wake up before it’s too late for anyone to save this country.
Identity Attack0.3802808
Insult0.16766082
Profanity0.035900343
Threat0.011586283
Severe Toxicity0.012833111
Moderate 0.32074678 Constructive 0.679 Unverified_Claim
Sep 10, 2025 Why Canadians Are Turning Against …
Here's my life in canada. denied work. Denied education. both grandmothers, and grandfathers and before that mothers and fathers, defended and fought in the great wars, not by choice proxy and came to canada post …
Here's my life in canada. denied work. Denied education. both grandmothers, and grandfathers and before that mothers and fathers, defended and fought in the great wars, not by choice proxy and came to canada post ww1 to get away from euro trouble, only for second great war, and most were against forced to join because of direct proxy or relatives being killed. Applied to walmart - denied work applied ot im hortons - denied work applied ot schoos, isntitutions , trade shops, and more, denied work.. When you income is below hte poverty line, and you spending large amounts of time seekngi for a job or working but denied life and work at the same time. It becomes fairly strange. Denied education. Was sekeing ot be a general practioner, but I was cosntnaly called racist by black peopel that jsut arrived rrehsly. then there was CBC and asian gang relatiosn nad hte abuseo f minoirity acts. Then there was the nativism of evil colonizer. Then feminims eivl white male. THiese were being disturbuted or taught at courses by force. I stated I am just here for data. Since udner the acts of law which gives freedom, we are not ot be subjected to non facts, or idleaogical belief systems to be forcibly lived by only law to reality. So the neutrality of law is broken to a blief set of wrong doing. I sought ot sue only for my tuition back ot apply to another instiute as denied, menaing I scaped nickles nad diem nsa ultiamtely could not afford or recieve a lawyers aid or help. earnign so little and hte canada has the data. I am never offered charity or help.. its always cults importing token blakc random person or speaking about jews or natives that need something and htey clealry own a lot... WHihc is weird. So... I am the offspring of women and men that build foundations of canada and institutes. I am an only male descdent. I am unamrried, u=no family. We don't seek ot breed like wild animals ot have like khan line. We odn't follow trending or mediated lies. Poeple accuseyou of somethign you look it up and you knwo their full of hsit. I have not once broke any laws of canada, but the church groups certianyl push hard ot change laws so they can kill peopel with the statemonopoly of violence perverting law. That aside.. From computer works to psyhcolgoy, to flying planes to geological and nuclear studying to life... So earning less then teh poverty line not by choice, but because society deems it more improtant ot .. as I was told once, Hire their friends, but hten they lie beucase they trend ot hire foiregners or the toke nblakc card mantra that as going on... Mean while perosns head on a bus is chopped off and they are out in a few months... I was denied work to places liek ecole, canem. plethora of commerical and private plumbing companies... I came ot be an actionable person to have an income make a family, do I not get those freedoms. I also udner law I can refuse any merchant item that includes all and any nuetoxins or mandates via nuremburg code and other laws... My rights in covid and other groups have violated my so called lawful rights as a citizens. Keep in mind post great war my grandfather taught at UofA and fought against state corruption and tyranny. also from descendent tree of lords, but most titles were given up or forcibly removed, and so living people went off into most aristiocratic works which was study of nature and applicaiton of systems and works and selling. Natural in peace you build tolenace, resistance and epxloration and cumilate money, but money has no value. you can have 2k people sift hte saharaha deseert a reletively void place of mostly quartz. out of that 286 million cubic feet of sand, not evne silt sand. You cna get 1 million tonnes of gold... Not evne troy ounces... So the stupidity and cruelty ofsoicety is the denial of life in others that seem to choose spectacle and destructive tendencies that they are told to do and hten reinforce it. But logicallly. we are onyl told to od natural needs of society. not all the other lies... ALl I see .. my kindness wains its naturally in me I suppose. but huamsn are capable of killing other humans when put into a means ot defend the self... So the convicing werid liars of capitalism... but hten commit ot capital abuse, IE lawless extension of it. To then communism that is against osiclaism if you read engles and marxs on their hatred and stating social nature of not modern. whatever that means. Communism is against ownership.. I have been judged, as a christian or relgiious... which is werid... because I chose not to drink alcohal... chose not to go to strip clubs or ever purchase a female. these are our daughtersand I expect actionable works and fucntion ot hte future, not epxloitation and deviation of values to a subset. I have written 5 milion words on youtube, trying ot therapy myself in a place I am denied so much... They offer power or glory through their means of contorls sex, a mark of acitonable means, like metla shit coin work... Nothing of ever truth or educaiton. So yo uget a collectivism of cruelty. If I knew humans werethis savage I suppose I should of had avarice drive in me, but I don't I only seek truth. and acitonable means of relation... what I get is . Your not normal. becuase i don't trend ot naartion of mediated arts and socila engineering nad werid soft method of reid psyhcolgoy. I like law.. I liek roman history.... I dislike judiac law and emsianic law.. although I have simlair values... its liek writing a book thought. we can all write about a blue sky, but both authors are not telling or in teh same story.... oh yeha I was denied banking / having a bank accoutn for two years. One can see it was freedom of my choice, but I was threatened while lareayd poor by the RBC employee chan guy... stating he cna charge me endless nsf, chages well and above nad beyond that ammount. I cam in and aruged hwile he yelled at me... and my concer was when will it stop 20k ? ? dollars. the ammout nto be charged was 120.. and you charged me 450 in services fees, NSF fees. so rightfully so.. so instead of being accpeted or able to operate or work in the system I am denied life. Denied miltiary employee ment. .. applied several times.... denied work since it reuiqres suddenly all these extra certificates whihc used ot be jsut exist and hten can operate in it.. but stupid migrants need ot prove they can.. So I think huh, my grandfather aiding italy.. my other one aiding philipines in advances...
Identity Attack0.10221587
Insult0.06889887
Profanity0.024951037
Threat0.025961896
Severe Toxicity0.007133484
Low Tox 0.17718399 Constructive 0.663
Oct 30, 2025 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.