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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

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

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Active: "I love the dude on …" 25 comments
5:40 this dude is just stupid how is rape not against someone’s culture. I would love to see some evidence that would remotely support that the fuck. Just a racist trash human
5:40 this dude is just stupid how is rape not against someone’s culture. I would love to see some evidence that would remotely support that the fuck. Just a racist trash human
Identity Attack0.40883094
Insult0.71551245
Profanity0.70864636
Threat0.40603778
Severe Toxicity0.47886345
Toxic 0.8988238 Low Con 0.235 Insult
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
nah bruh. The video aside. Why the fuck is Tyler of all people playing games for cash? This dude aint broke. He's lying about making $100 on that app. Love the content tho.
nah bruh. The video aside. Why the fuck is Tyler of all people playing games for cash? This dude aint broke. He's lying about making $100 on that app. Love the content tho.
Identity Attack0.051126
Insult0.38406035
Profanity0.6643082
Threat0.012130005
Severe Toxicity0.22207877
Moderate 0.6744087 Moderate Con 0.386 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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...
5:13 “I love dudes honestly”. I’m as racist as the next guy. SAME BRO SAME. IF IT LOOKS LIKE A DUCK AND WALKS LIKE A DUCK… it’s a duck. Don’t wait for it to fing …
5:13 “I love dudes honestly”. I’m as racist as the next guy. SAME BRO SAME. IF IT LOOKS LIKE A DUCK AND WALKS LIKE A DUCK… it’s a duck. Don’t wait for it to fing quack lol
Identity Attack0.3817989
Insult0.4339631
Profanity0.29209393
Threat0.091630474
Severe Toxicity0.16960317
Moderate 0.5885171 Moderate Con 0.356
Jan 27, 2026 12 likes Inside Canada's Indian Invasion...
I fucking love the Indian guy who said there’s too many Indians 😂 also yeah you SHOULD assimilate to the country you’ve moved to! My grandparents and parents did. Also that dude on the bike?! …
I fucking love the Indian guy who said there’s too many Indians 😂 also yeah you SHOULD assimilate to the country you’ve moved to! My grandparents and parents did. Also that dude on the bike?! BROOO 😂
Identity Attack0.41975367
Insult0.2838064
Profanity0.61633086
Threat0.03649433
Severe Toxicity0.18538254
Moderate 0.55739564 Constructive 0.596 Humor_Satire
Mar 3, 2026 Inside Canada's Indian Invasion...
5:06 dude is a savage! Love his honesty, so refreshing. I completely disagree but its honest.
5:06 dude is a savage! Love his honesty, so refreshing. I completely disagree but its honest.
Identity Attack0.06431354
Insult0.35161978
Profanity0.24341469
Threat0.012803185
Severe Toxicity0.020386212
Moderate 0.3974717 Constructive 0.596 Meta_Commentary
Mar 1, 2026 Inside Canada's Indian Invasion...
Ok so Indians who came to Canada in 50s, 60s, 70s, 80s, 90s they tried to a assimilate but the whites never let them. They were racists, never gave them equal opportunities, always belittled them. …
Ok so Indians who came to Canada in 50s, 60s, 70s, 80s, 90s they tried to a assimilate but the whites never let them. They were racists, never gave them equal opportunities, always belittled them. So then those same Indians grouped together and created their business for their own and now you complain we do not assimilate. Dude clean your own backyard before complaining about others. If they do not work why there are no Indian homeless. They worked hard, harder your 5 generations combined thats why they were able to build houses. Their bathrooms are bigger then your bedrooms. If now have something to complain you are free to leave the country. so at 3:00 he is saying, it does not cost illegals a penny to go to hospital. How many illegals has he smuggled into Canada. Any person in Canada without the provincial insurance has to pay everything out of pocket. I just got my dads blood work done today and he is on a visitor visa. It costed me $750 dollars, and before that just a walk in visit costed me $$175 dollars. And about paying taxes, I garuntee you a single houshold of Indians pay more in Taxes than a whole street of these white shit heads. The amount of myths they have created around immigrants is astonishing. There is is a reason conservatives loves the poor and the uneducated. You can clearly see the stark difference between how a Canadian born and raised person is speaking about other and how an immigrant is speaking about others and distributing free food and serving the society. THe people who have never tried to help anyone will always be jealous of those who help and prosper. We did not came from broken country, we just came here for a little better life which we have gotten with our hardwork and we owe nothing to these half ass naked shit rags complaining about immigrants when they themselves are either one or descendants of immigrants.
Identity Attack0.46028158
Insult0.33998606
Profanity0.08290444
Threat0.011974656
Severe Toxicity0.02116089
Moderate 0.3974717 Constructive 0.587
Sep 18, 2025 Inside Canada's Indian Metropolis (Brampton)
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians (white dudes the way you love them)for no reason right now
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians (white dudes the way you love them)for no reason right now
Identity Attack0.44690517
Insult0.20668297
Profanity0.043916557
Threat0.018537397
Severe Toxicity0.017093835
Moderate 0.38601747 Low Con 0.249 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians (white dudes the way you love them)for no reason right now
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians (white dudes the way you love them)for no reason right now
Identity Attack0.44690517
Insult0.20668297
Profanity0.043916557
Threat0.018537397
Severe Toxicity0.017093835
Moderate 0.38601747 Low Con 0.252 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians (white dudes the way you love them)for no reason right now
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians (white dudes the way you love them)for no reason right now
Identity Attack0.44690517
Insult0.20668297
Profanity0.043916557
Threat0.018537397
Severe Toxicity0.017093835
Moderate 0.38601747 Low Con 0.252 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians (white dudes the way you love them)for no reason right now
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians (white dudes the way you love them)for no reason right now
Identity Attack0.44690517
Insult0.20434737
Profanity0.044167064
Threat0.018882722
Severe Toxicity0.017222947
Moderate 0.38434127 Low Con 0.252 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians (white dudes the way you love them)for no reason right now
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians (white dudes the way you love them)for no reason right now
Identity Attack0.44690517
Insult0.20434737
Profanity0.044167064
Threat0.018882722
Severe Toxicity0.017222947
Moderate 0.38434127 Low Con 0.249 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians (white dudes the way you love them)for no reason right now
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians (white dudes the way you love them)for no reason right now
Identity Attack0.44690517
Insult0.20434737
Profanity0.044167064
Threat0.018882722
Severe Toxicity0.017222947
Moderate 0.38434127 Low Con 0.252 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Dude, 12 years ago, I knew a girl who loved to screw illegal aliens, and one paid me $100 to drive him to 0 Avenue in Surrey, BC. He jumped the fence and was gone …
Dude, 12 years ago, I knew a girl who loved to screw illegal aliens, and one paid me $100 to drive him to 0 Avenue in Surrey, BC. He jumped the fence and was gone in a minute through a farmer's field. That's easy. Why pay 6K when you can do it for free? Thanks for showing the LIBERAL/NDP of Canada's third-world downfall.
Identity Attack0.2808415
Insult0.29383746
Profanity0.20483992
Threat0.10696311
Severe Toxicity0.023076924
Moderate 0.37576625 Constructive 0.55 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Omg. White dude on the bike is hilarious. He tells it like it is. I love it. Not fake at all. He's keeping it real. As for the accidents. You cannot just give an Indian …
Omg. White dude on the bike is hilarious. He tells it like it is. I love it. Not fake at all. He's keeping it real. As for the accidents. You cannot just give an Indian or a Vietnamese person a driver's licence. They drive a car like they drive a motorcycle. Canada has rules and stuff. Red lights means stop. Signalling. Lanes. Passenger right of way. They need to learn this before the DMV gives them a pass
Identity Attack0.316
Insult0.0808917
Profanity0.033645786
Threat0.009825659
Severe Toxicity0.009536743
Low Tox 0.28312725 Constructive 0.658 Identity_Assertion
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
I honestly love talking to the Indian dudes in my town but it does have me wondering like will there be more Indian folk here one day then white folk? Like it’s kinda scary in …
I honestly love talking to the Indian dudes in my town but it does have me wondering like will there be more Indian folk here one day then white folk? Like it’s kinda scary in a way
Identity Attack0.34000012
Insult0.06984934
Profanity0.10797132
Threat0.011638066
Severe Toxicity0.01121521
Low Tox 0.27975297 Moderate Con 0.461 Fear_Threat
Feb 6, 2026 1 likes Inside Canada's Indian Invasion...
Dude you’re so close to where I am, I would’ve loved to have seen you out on the streets, also ever since I was a kid in the 90s, Brampton‘s always been called Bramladesh
Dude you’re so close to where I am, I would’ve loved to have seen you out on the streets, also ever since I was a kid in the 90s, Brampton‘s always been called Bramladesh
Identity Attack0.04023018
Insult0.06634661
Profanity0.08193458
Threat0.05397744
Severe Toxicity0.011444092
Low Tox 0.20102765 Constructive 0.623 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
oh no, look at that statue. Cambodia took the right action. West allowed you in, not these statues. Lol, one months of stay (dude,it is one month), because his brother is staying here , but …
oh no, look at that statue. Cambodia took the right action. West allowed you in, not these statues. Lol, one months of stay (dude,it is one month), because his brother is staying here , but he would have sold everything in his homeland to come and settle in Canada, and he will start with a visit visa for one months, lol. Slowly breaking into settling down here. Most of these statue lovers, talk about love for their homeland, but they all want to leave their homeland and want to come settle in one of these Western, Christian countries. If you are patriotic , why do you even want to come and settle in Western Christian countries? because deep within they know Christian countries are blessed. I have heard, when they go visit their homeland, they feel so proud telling their locals that they are settled in one of these Western countries and are not locals like them. Double standards of patriotism.
Identity Attack0.03894114
Insult0.07840354
Profanity0.041912504
Threat0.008181547
Severe Toxicity0.004558563
Low Tox 0.16331999 Moderate Con 0.496 Identity_Assertion
Feb 23, 2026 Inside Canada's Indian Invasion...
i love the white biker dude
i love the white biker dude
Identity Attack0.10221587
Insult0.031697463
Profanity0.04266402
Threat0.011612174
Severe Toxicity0.005493164
Low Tox 0.13214645 Moderate Con 0.411 Meta_Commentary
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
You got 2 love the dude on the bike
You got 2 love the dude on the bike
Identity Attack0.008028535
Insult0.029934563
Profanity0.043916557
Threat0.010731863
Severe Toxicity0.0051498413
Low Tox 0.11429678 Moderate Con 0.443
Jan 27, 2026 Inside Canada's Indian Invasion...
I love the dude on the bike
I love the dude on the bike
Identity Attack0.009175468
Insult0.020385906
Profanity0.02836696
Threat0.013702838
Severe Toxicity0.004196167
Low Tox 0.067380086 Moderate Con 0.428 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Dude on the bike knows what's up. I loved his candid banter 😂
Dude on the bike knows what's up. I loved his candid banter 😂
Identity Attack0.0054756827
Insult0.021159383
Profanity0.026180768
Threat0.009540852
Severe Toxicity0.0028800964
Low Tox 0.05824285 Moderate Con 0.478 Meta_Commentary
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Bike dude was honest to the core 😂, love it
Bike dude was honest to the core 😂, love it
Identity Attack0.0076585566
Insult0.018001022
Profanity0.031391226
Threat0.009023022
Severe Toxicity0.0032234192
Low Tox 0.048099842 Moderate Con 0.413 Humor_Satire
Feb 9, 2026 Inside Canada's Indian Invasion...
Dude are you still here, love to meet you.
Dude are you still here, love to meet you.
Identity Attack0.008509507
Insult0.015872927
Profanity0.023652986
Threat0.010550622
Severe Toxicity0.0025367737
Low Tox 0.038991302 Constructive 0.527 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Dude. Why do you keep running away right when the story gets good. You’ve already “risked your life”…. Follow through. Love the content. ❤
Dude. Why do you keep running away right when the story gets good. You’ve already “risked your life”…. Follow through. Love the content. ❤
Identity Attack0.0019701358
Insult0.013820915
Profanity0.011167783
Threat0.009204263
Severe Toxicity0.0012016296
Low Tox 0.034513097 Moderate Con 0.46 Meta_Commentary
Jan 28, 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.