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
Search & Filter
Humor / Satire
4,434 comments
You talked aboot
You talked aboot
A brief, joking reference to Canadian accent ('aboot'), likely mocking the video or Canadian stereotypes.
Humor / Satire
0.85
MisterTee
Oct 1, 2025
CNN is the biggest joke in media lol
CNN is the biggest joke in media lol
Dismissive joke about CNN's credibility and quality as a media organization.
@colombiankilla01
Mar 4, 2025
Cut off the electricity to the states, he can't sign any excutive orders in the dark ?
Cut off the electricity to the states, he can't sign any excutive orders in the dark ?
Absurdist joke suggesting cutting off electricity to prevent executive orders, clearly satirical rather than serious proposal.
Humor / Satire
0.85
@gchriskonrath09
Mar 4, 2025
Great Lisbon accent lol😅
Great Lisbon accent lol😅
Light-hearted joke about an accent with laughing emoji, no substantive claim about immigration.
Humor / Satire
0.85
paulrafeiro2467
Jan 27, 2026
4:11 funniest shet I've heard , as a Indian 😂 Upper class will travel on business class there , buy a mansion or something Middle class would move there legally for job or education They …
4:11 funniest shet I've heard , as a Indian 😂
Upper class will travel on business class there , buy a mansion or something
Middle class would move there legally for job or education
They don't have to move there illegally
Also watching so far , that doesn't look like a foreign country to me , L to Canada
Commenter uses humor and sarcasm to mock the video's claims about illegal immigration, drawing on personal perspective as an Indian.
zeus-yz6gs
Feb 13, 2026
Punch line was ' Indian eat poo😂'x
Punch line was ' Indian eat poo😂'x
References a joke punchline with ethnic stereotyping presented as humor.
Humor / Satire
0.85
AA-dt9he
Jan 27, 2026
Trump: Making unpopular politicians, popular again.
Trump: Making unpopular politicians, popular again.
Sarcastic quip about Trump making unpopular politicians popular, using ironic reversal as comedic commentary.
Humor / Satire
0.85
@ares106
Mar 4, 2025
“80% good 20% bad” reminds me of 50/50 😂😂
“80% good 20% bad” reminds me of 50/50 😂😂
Joking reference to a 50/50 meme in response to the '80% good 20% bad' framing.
Humor / Satire
0.85
alienlifestyle3768
Feb 14, 2026
Bike Guy was spitting full auto facts no trigger release! He is a savage mf!
Bike Guy was spitting full auto facts no trigger release! He is a savage mf!
Enthusiastic, colloquial praise using slang ('spitting facts', 'savage mf') that reads as humorous admiration rather than serious analysis.
Humor / Satire
0.85
BlunterDaBricky
Jan 27, 2026
Bike dude lowkey speaking facts
Bike dude lowkey speaking facts
Casual endorsement of a person in the video using slang, with implied humor about their credibility.
MrBlipman
Jan 27, 2026
Shit. Maybe North Korea has been right this whole time.
Shit. Maybe North Korea has been right this whole time.
Uses ironic sarcasm comparing Canadian leadership unfavorably to North Korea in a darkly humorous way.
Humor / Satire
0.85
@jacksos101
Mar 4, 2025
Tyler sitting all cramped up in the car has me dying.
Tyler sitting all cramped up in the car has me dying.
Casual observation about a video subject's physical positioning presented as humorous commentary on the video content itself.
Skillbewijs
Jan 27, 2026
Only American bacon on my egg McMuffin from here on out
Only American bacon on my egg McMuffin from here on out
Uses ironic consumer choice commentary to satirize trade tensions between Canada and US.
Humor / Satire
0.85
@aaronday7537
Mar 4, 2025
"africans or muslims" lmao clown definitely got his heart broken by a black woman in toronto
"africans or muslims" lmao clown definitely got his heart broken by a black woman in toronto
Sarcastic mockery of someone's stated preferences about immigrants, using humor to critique what the commenter views as prejudiced reasoning.
Humor / Satire
0.85
vamp1re_95
Jan 27, 2026
Justin Trudeau on his way to win the next election. He has found a serious cause to pursue.
Justin Trudeau on his way to win the next election. He has found a serious cause to pursue.
Sarcastic comment mocking Trudeau's political motivations, using ironic tone to critique his leadership.
@utkajc
Mar 4, 2025
Whatever will Putin's poodles do next?
Whatever will Putin's poodles do next?
Sarcastic jab using 'Putin's poodles' as a derisive metaphor, combining mockery with nationalist framing.
@marksibley1309
Mar 4, 2025
may God forgive me for this thought, Canadian Bacon the movie part 2. ( The Trump Card) lol It writes itself and I already hate it before it even exist. I'm sure John candy wouldn't …
may God forgive me for this thought, Canadian Bacon the movie part 2. ( The Trump Card) lol It writes itself and I already hate it before it even exist. I'm sure John candy wouldn't want anything to do with it.
Joking reference to Canadian Bacon movie, using irony and pop culture satire about Canada-US tensions.
Humor / Satire
0.85
@kaptainkmann7808
Mar 4, 2025
The ole racist that says they don’t pay any taxes is confusing Indian from India with native Americans lmfao 😂
The ole racist that says they don’t pay any taxes is confusing Indian from India with native Americans lmfao 😂
Mocking commentary using humor and emoji to ridicule another commenter's apparent confusion between Indian immigrants and Native Americans.
boomtsstbahhoughahh
Oct 3, 2025
Wheres the Republicans hahahahaha
Wheres the Republicans hahahahaha
Uses sarcastic humor questioning the absence of Republicans in the discussion, likely mocking political polarization.
Humor / Satire
0.85
@paul5475
Mar 4, 2025
“Donald” epic! Mic ? drop!
“Donald” epic! Mic ? drop!
Uses sarcasm and humor to mock a political figure's statement.
Humor / Satire
0.85
@YuriR476
Mar 4, 2025
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)