Skip to content
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

click to expand

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

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "Turn there power off. You …" 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...
We aren't turning against immigrants...we are turning against a group of poorly behaved entitled ppl. Its bc every time we speak up. They call us racist and Islamophobic. I for one am done. Those words …
We aren't turning against immigrants...we are turning against a group of poorly behaved entitled ppl. Its bc every time we speak up. They call us racist and Islamophobic. I for one am done. Those words have been used so much that they no longer hold the power They used to. Let them call us what they want. It is time for us to take our country back and make it clear that this crappy behavior will NEVER BE OK. 🤬
Identity Attack0.39334553
Insult0.48627716
Profanity0.22105443
Threat0.013476364
Severe Toxicity0.023076924
Moderate 0.47119883 Constructive 0.517 Identity_Assertion
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
The minister was probably chosen specifically because she was inept and wouldn't know what was going on in her department; that reduces the likelihood that anyone would be turned away a while longer. As Lorrie …
The minister was probably chosen specifically because she was inept and wouldn't know what was going on in her department; that reduces the likelihood that anyone would be turned away a while longer. As Lorrie said - just like my Political Science professor pointed out almost 50 years ago - immigrants largely vote for whoever was in power when they arrived in the country. A very large percentage of the people that they bring into the country under a Liberal government are likely to vote Liberal. That's a (practically) guaranteed stream of new Liberal voters to replace the old Liberal voters who have become disillusioned by the Liberal Party's actions. It has to stop. We need to vet EVERYONE who comes in and we shouldn't be giving them gold-plated health care until we've granted them refugee status or permanent residency and they should be told that up front so no one is shocked or feels cheated. If they know that and still come, they'll know what they're facing. If they choose not to come, they've made an informed decision.
Identity Attack0.050443888
Insult0.40243408
Profanity0.049177196
Threat0.007974415
Severe Toxicity0.0060272217
Moderate 0.34328604 Constructive 0.796 Policy_Critique
Feb 26, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Indians have been flooding Canada since Trudope began deliberate, widespread gerrymandering. Literally millions have come, some legal, some not. The liberals don’t care, as their woke BS policies aim to eventually legalise the illegals anyway. …
Indians have been flooding Canada since Trudope began deliberate, widespread gerrymandering. Literally millions have come, some legal, some not. The liberals don’t care, as their woke BS policies aim to eventually legalise the illegals anyway. Generations of true Canadians worked, struggled, settled, overcame even died just to hand the country over to heterogeneous minorities with nothing in common with nor loyalty to Canada or its people. All so the liberals could steal power and turn Canada in to a 1 party nation. Disgusting…
Identity Attack0.35624164
Insult0.27558193
Profanity0.09551262
Threat0.0130621
Severe Toxicity0.015157142
Moderate 0.3389984 Moderate Con 0.377 Unverified_Claim
Jan 2, 2026 IRCC Names India in Study …
I don’t hate Indians. I just don’t want to live in India. I’m thankful I don’t live in Brampton but how long before my town turns into Brampton. Liberal government is too blame and if …
I don’t hate Indians. I just don’t want to live in India. I’m thankful I don’t live in Brampton but how long before my town turns into Brampton. Liberal government is too blame and if you voted liberal again you are as well. When conservatives were in power immigration was capped
Identity Attack0.381025
Insult0.110259406
Profanity0.06295506
Threat0.011094344
Severe Toxicity0.013672344
Moderate 0.32074678 Constructive 0.589 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
I am disgusted by what Canada has become. The government has allowed a free for all to take place without checks and balances for their own profit…whether it’s votes for political mileage, money that is …
I am disgusted by what Canada has become. The government has allowed a free for all to take place without checks and balances for their own profit…whether it’s votes for political mileage, money that is being invested by certain people groups that will help enrich the pockets of government or whatever the reason - has caused this country to descend to the dumps st a rate faster than it takes to say ‘Oh Canada’. As an immigrant, I have seen the degeneration within the country (particularly Toronto & GTA) in 10 years. Sometimes it feels like you’re in a different country, with a different language other than English or French, individuals who refuse to adopt the traditional Canadian lifestyle, who are allowed in with little value for system and order, allowed to procreate and ‘raise’ children who don’t appreciate the Canadian values, both born and immigrants using crime as their currency to their warped perception of wealth and an whole history of issues that impact the lives of the average law and culturally abiding citizen. Oh there’s so much more that can be said about the state of this nation, but if there are bold-faced chants about who will be ruling Canada by 2060, those that have the power to do something need to pay VERY CLOSE ATTENTION. That is not just wishful thinking. That is a threat that will come to pass if a blind eye and a deaf ear is turned which, the government seems bent on doing. A word to the wise is sufficient.
Identity Attack0.116281845
Insult0.1823172
Profanity0.041160982
Threat0.007948523
Severe Toxicity0.0059127808
Low Tox 0.25462922 Constructive 0.677 Policy_Critique
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
Jason Kenny? The guy who spearheaded the unconstitutional pandemic/injection oppressive, anti Charter of Rights and Freedoms and pushed out of power in disgrace as a complete failure who turned his back on his citizenry? That's …
Jason Kenny? The guy who spearheaded the unconstitutional pandemic/injection oppressive, anti Charter of Rights and Freedoms and pushed out of power in disgrace as a complete failure who turned his back on his citizenry? That's Jason Kenny?
Identity Attack0.0071405866
Insult0.1662211
Profanity0.017436003
Threat0.00756015
Severe Toxicity0.003414154
Low Tox 0.21241048 Moderate Con 0.302 Policy_Critique
Feb 18, 2026 2 likes LILLEY UNLEASHED: The fall of …
At last, some media outlets have found the courage to speak the truth; a truth that 90% of the country has been whispering behind closed doors, too afraid to say out loud for fear of …
At last, some media outlets have found the courage to speak the truth; a truth that 90% of the country has been whispering behind closed doors, too afraid to say out loud for fear of being branded racist. A large number of these individuals have arrived with fake diplomas, and nobody dares verify them. Why? Because even questioning their credentials risks backlash and accusations of discrimination. And when the diplomas are real, the educational standards often don't measure up, resulting in subpar performance and poor-quality service. Many arrive under the pretense of being students, legally allowed to work only 20 hours a week. But they bypass this by exploiting loopholes in shift trading policies at major Canadian companies, racking up 40+ hours a week with ease. This isn’t disorganized opportunism, it's calculated and coordinated. Their communities are becoming increasingly unified and powerful, turning into breeding grounds for corruption, ethnic nepotism and tribalism. They use their community ties and visible minority status to fast-track into positions far beyond their skill or experience levels. Once inside, they bring in more of their own, creating insular hiring circles designed to shield and advance one another, regardless of merit!
Identity Attack0.051126
Insult0.08410009
Profanity0.027547138
Threat0.008531082
Severe Toxicity0.0037956238
Low Tox 0.17458448 Constructive 0.607 Unverified_Claim
Jun 22, 2025 How Canada broke its immigration …
Psalm 91:7-16 1599 Geneva Bible 7 A thousand shall fall at thy side, and ten thousand at thy right hand, but it shall not come near thee.🙋‍♂️ Psalm 144:7-8 Wycliffe Bible 7 Send out thine …
Psalm 91:7-16 1599 Geneva Bible 7 A thousand shall fall at thy side, and ten thousand at thy right hand, but it shall not come near thee.🙋‍♂️ Psalm 144:7-8 Wycliffe Bible 7 Send out thine hand from on high, ravish me out, and deliver thou me from many waters; and from the hand of alien sons. (Send out thy hand from on high, and take me out of here, that is, rescue me; save thou me from the deep waters, and from the power of foreigners, or of strangers.) 8 The mouth of whom spake vanity (Their mouths spoke lies); and the right hand of them is the right hand of wickedness. 1. Wycliffe's Bible (1382): Psalm 144:11 "Draw me out, and delyuere me fro the hond of alien children; whos mouth spak vanite, and her rigt hond is rigt hond of wickidnesse".  The Pre Amble of the Constitution and the Naturalization Act of 1790 by our Founders explicitly states this Nation and Citizenship is for our White Adamic Israelite peoples. Hebrews 11:33-34 KJV 33 Who through faith subdued kingdoms, wrought righteousness, obtained promises, stopped the mouths of lions. 34 Quenched the violence of fire, escaped the edge of the sword, out of weakness were made strong, waxed valiant in fight, (turned to flight the armies of the aliens.) Salute🙋‍♂️to the White Adamic Israelites the very Covenant peoples of God who are the lost sheep of the house of Jacob Israel that forgot who they are whom Jesus Christ LORD of Lords and KING of Kings conquered death, hell, sin, and the grave for.
Identity Attack0.09659086
Insult0.0623257
Profanity0.068967216
Threat0.024753258
Severe Toxicity0.012207031
Low Tox 0.17025198 Constructive 0.589
Jan 27, 2026 Inside Canada's Indian Invasion...
New Zealand turning into India it's because the country India is becoming an economic power house and countries and doing deals with India and part of the deal is mass indian immigration into that country
New Zealand turning into India it's because the country India is becoming an economic power house and countries and doing deals with India and part of the deal is mass indian immigration into that country
Identity Attack0.10815793
Insult0.025155678
Profanity0.023106437
Threat0.008336896
Severe Toxicity0.003643036
Low Tox 0.11316007 Low Con 0.3 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Some politicians needed new votes to stay in power, so they opened wide the doors, inviting them and giving them benefits (paid for by taxpayers) without giving a dam that Canada was already in a …
Some politicians needed new votes to stay in power, so they opened wide the doors, inviting them and giving them benefits (paid for by taxpayers) without giving a dam that Canada was already in a housing crisis, Canada HAS to turn the "NO VACANCY" light on and send a bunch back. And before any governments send $$$ care packages to another country, Canadians should be asked if yes or no and about how much, NOT the governments. They are there to work FOR us not us for them!
Identity Attack0.014249804
Insult0.038566336
Profanity0.055940874
Threat0.0065697995
Severe Toxicity0.0027275085
Low Tox 0.102192536 Constructive 0.54 Policy_Critique
Aug 28, 2025 6 likes Why Canadians Are Turning Against …

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.