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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Humor / Satire
4,434 comments
imagine if they had to fight the,selves
imagine if they had to fight the,selves
Cryptic, fragmented comment using ironic hypothetical framing, likely sarcastic commentary.
Humor / Satire
0.75
@vandamundt3402
Mar 4, 2025
Trump is so stupid, it hurts.
Trump is so stupid, it hurts.
Hyperbolic, dismissive statement about Trump presented as casual commentary rather than substantive critique.
Humor / Satire
0.75
@coolcat23
Mar 4, 2025
Criss de face à claque.
Criss de face à claque.
French-language expression of exasperation/dismissal using colloquial phrasing, likely sarcastic commentary on the video content.
Humor / Satire
0.75
@nad3266
Mar 4, 2025
You asked for it Turd
You asked for it Turd
Derisive nickname ('Turd') for Trudeau delivered as sarcastic commentary on Canadian leadership.
@marysemarengere3494
Mar 4, 2025
Trump is so F. Up
Trump is so F. Up
A brief, crude insult presented as casual commentary, functioning as sarcastic dismissal rather than substantive critique.
Humor / Satire
0.75
@manunyapcdrk770
Mar 4, 2025
Greenday just annpunced they will join canada army, the qweer division?
Greenday just annpunced they will join canada army, the qweer division?
Uses sarcasm and absurdist humor (misspellings, fabricated military unit) to mock or satirize a political situation.
Humor / Satire
0.75
@marktykwinski5344
Mar 4, 2025
I sure do love winning. Trump is really getting the job done, ain't he ? ??
I sure do love winning. Trump is really getting the job done, ain't he ? ??
Sarcastic commentary praising Trump's accomplishments with ironic tone, using rhetorical questions to mock rather than genuinely endorse.
Humor / Satire
0.75
@PabloCastillo-k7s
Mar 4, 2025
Canada, please adopt a bunch of our states. I want to join Canada.
Canada, please adopt a bunch of our states. I want to join Canada.
Humorous/sarcastic comment expressing desire to join Canada, comparing it favorably to the U.S.
@CharlesMiller-w4g
Mar 4, 2025
Welcome to the shit show, Enjoy!
Welcome to the shit show, Enjoy!
Uses dark humor and sarcasm to comment on a chaotic or negative situation, with ironic welcoming tone.
@FEEDER.396
Mar 4, 2025
??? we gonna be rich bitch.
??? we gonna be rich bitch.
Cryptic exclamation with slang ('gonna be rich bitch') appears to be sarcastic commentary, likely mocking optimism about immigration or policy outcomes.
Humor / Satire
0.75
@corylong6504
Mar 4, 2025
When a liar tell someone lying. That's alie or a truth
When a liar tell someone lying. That's alie or a truth
Uses wordplay and paradoxical logic ('a lie or a truth') in a sarcastic manner about liars communicating.
Humor / Satire
0.75
@Meonoppo
Mar 4, 2025
Time to invade ?
Time to invade ?
A brief, provocative statement that appears to be sarcastic or joking commentary rather than a serious call to military action.
Humor / Satire
0.75
@albertsimmons2743
Mar 4, 2025
HALF AN OUNCE!!!\n\nCanada stepped up!!!
HALF AN OUNCE!!!\n\nCanada stepped up!!!
Cryptic exclamation with 'HALF AN OUNCE' appears to be sarcastic commentary on Canada's response, using exaggeration for comedic effect.
Humor / Satire
0.75
@fifiwoof1969
Mar 4, 2025
Attack? So canada has technically been “attacking” America for decades with tariffs. Good to know
Attack? So canada has technically been “attacking” America for decades with tariffs. Good to know
Uses sarcasm to reframe Canada's tariffs as 'attacks' to highlight perceived hypocrisy in trade criticism.
@Wandererbane
Mar 4, 2025
Enjoy the next four years you cry baby libs. 4 more years of bawling ?????????
Enjoy the next four years you cry baby libs. 4 more years of bawling ?????????
Mocking, sarcastic commentary celebrating political opposition's distress using humor and emojis.
@chrisservais4230
Mar 4, 2025
Why can’t we have a good-looking, intelligent president?
Why can’t we have a good-looking, intelligent president?
Rhetorical question sarcastically criticizing Trump's appearance and intelligence.
Humor / Satire
0.75
@teachthechildren2
Mar 4, 2025
When a leader has a brain , a heart and a vocabulary with more than 20 words.
When a leader has a brain , a heart and a vocabulary with more than 20 words.
Sarcastic jab at a leader's intelligence and communication skills, implying contrast with a more capable alternative through ironic understatement.
@veeherreraJanecka
Mar 4, 2025
Reagan is turning in his grave.
Reagan is turning in his grave.
Sarcastic reference to Reagan's political legacy, using hyperbole to critique current political direction.
@alexstewart-n7v
Mar 4, 2025
I saw a clip that Trumps mother said her son is too stupid for politics I didn’t understand why she said that since he is smart at business.\nNow it makes sense
I saw a clip that Trumps mother said her son is too stupid for politics I didn’t understand why she said that since he is smart at business.\nNow it makes sense
The comment uses ironic commentary about Trump's intelligence, sarcastically suggesting his mother's criticism now 'makes sense' in light of his business acumen—a sarcastic jab presented as humorous observation.
@InspiredBeastWorldWide
Mar 4, 2025
we will get that all from russia:D
we will get that all from russia:D
Sarcastic joke suggesting Russia as an alternative source, using humor to comment on geopolitical tensions.
Humor / Satire
0.75
@AS-tx7re
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)