Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Meta-Commentary
3,846 comments
Trump type bashing in Canada now….pathetic
Trump type bashing in Canada now….pathetic
Comments on political discourse style in Canada compared to Trump-era rhetoric rather than substantive immigration issues.
Salmirche
Feb 27, 2026
0:12 *the United States current administration
0:12 *the United States current administration
References a specific timestamp in the video and clarifies terminology about the US administration, engaging with video content.
Meta-Commentary
0.72
@Dan007UT
Mar 4, 2025
He wants peace you woke ideót! Your just a puppet
He wants peace you woke ideót! Your just a puppet
Comment dismisses the video/speaker as 'woke' and a 'puppet,' critiquing the content creator rather than engaging with substantive arguments.
@OutlanderChronicle
Mar 4, 2025
this guy is a coward, calls Mr Trump stupid. Your dumb. Dont speak for us the people jackass
this guy is a coward, calls Mr Trump stupid. Your dumb. Dont speak for us the people jackass
Attacks a speaker's character and claims to represent 'the people,' mixing personal criticism with identity-based framing.
@derrick-t4h
Mar 4, 2025
Might want to keep looking
Might want to keep looking
Brief comment suggesting the investigation or reporting is incomplete, directed at the video's content or creators.
Meta-Commentary
0.72
Ryan-r6t5k
Feb 18, 2026
5:45 I LOVE this guy! Or more of him in the government ‼️‼️‼️‼️‼️
5:45 I LOVE this guy! Or more of him in the government ‼️‼️‼️‼️‼️
Comment about the video content and a featured speaker, with implicit endorsement for political action.
sirjab88
Mar 2, 2026
This was not an anti American speech! Not sure who the lady from Ottawa.
This was not an anti American speech! Not sure who the lady from Ottawa.
Commentary on the video content itself, questioning the framing and identifying a speaker, focused on the media presentation.
Meta-Commentary
0.72
@ginagi07
Mar 4, 2025
F the F off with this bull shit! and take your 'just asking questions' with you...
F the F off with this bull shit! and take your 'just asking questions' with you...
Dismissive comment directed at the video content and apparent rhetorical style of other commenters.
Meta-Commentary
0.72
accutronitisthe2nd95
Feb 26, 2026
She is a top tier genius amongst liberals.
She is a top tier genius amongst liberals.
Makes a dismissive comment about a person in the video, likely the creator or a featured speaker, using sarcasm.
markeves8949
Feb 27, 2026
Based bike guy
Based bike guy
Brief endorsement of a person in the video ('bike guy'), commenting on content rather than the topic.
Meta-Commentary
0.72
princeofpeace723
Jan 28, 2026
Why legacy news media still covers trump like he serious he so dump he makes a box of rocks look smart call it for what it is trump revenge tour
Why legacy news media still covers trump like he serious he so dump he makes a box of rocks look smart call it for what it is trump revenge tour
Comment critiques media coverage of Trump rather than addressing the video's subject; includes dismissive characterization of a political figure.
@grubalist
Mar 4, 2025
propaganda before an election.
propaganda before an election.
Critiques the video/media itself as propaganda timed before an election, commenting on the framing rather than the issue.
LARRIE_COLE
Apr 16, 2025
One would have to wonder if the deities would by necessity change to local creatures. Could Ganesh or Airavata become like a bear or a moose? Would these deities be immutable?
One would have to wonder if the deities would by necessity change to local creatures. Could Ganesh or Airavata become like a bear or a moose? Would these deities be immutable?
Philosophical tangent about religious/cultural adaptation unrelated to the video's immigration discussion; appears to be off-topic speculation.
Meta-Commentary
0.72
BrandochGarage
Oct 5, 2025
Dang why you gotta hate Eritreans 💔😢
Dang why you gotta hate Eritreans 💔😢
Questions the video creator's apparent criticism of Eritreans, commenting on the video's content and framing rather than immigration policy itself.
sesenhpful
Jan 29, 2026
Too bad Trump supporters are blinded and will see this as nothing but propaganda.
Too bad Trump supporters are blinded and will see this as nothing but propaganda.
Comments on how Trump supporters will perceive the video content, critiquing their interpretive stance.
@tristanb.3470
Mar 4, 2025
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!
Extended critique of a specific YouTuber's content and behavior, with identity-based assertions about India and Western decline.
roshansanap2367
Feb 25, 2026
agent Krasnov did it again!
agent Krasnov did it again!
References a specific person (agent Krasnov) in relation to the video content, appearing to comment on the video's subject matter or creator.
Meta-Commentary
0.72
@EduGarciaGT
Mar 4, 2025
Mr Prime minister, you call trump a smart guy. NO, he is an idiot, he is a criminal, a rapist, a person that stole state secrets, he possibly gave some of those secrets to dictator …
Mr Prime minister, you call trump a smart guy. NO, he is an idiot, he is a criminal, a rapist, a person that stole state secrets, he possibly gave some of those secrets to dictator putin.\nA totally stupid idiot, he is in musk and putins pockets.
Comment addresses the PM directly about his characterization of Trump, making unverified claims about Trump's criminality and foreign allegiances, but primarily functions as meta-commentary on the video/PM's statements.
@KevinsRambles
Mar 4, 2025
This is really embarrassing as F**K..
This is really embarrassing as F**K..
Comment expresses embarrassment about the situation being discussed, functioning as meta-level reaction to events rather than substantive policy engagement.
Meta-Commentary
0.72
@digigroovestudios
Mar 4, 2025
2.8 M Indian
2.8 M Indian
Brief factual statement about Indian population numbers, likely referencing video content; minimal substantive engagement.
Meta-Commentary
0.72
ThanhPham-gn2mw
Jan 29, 2026
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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Discourse Quality (Perspective API)