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
Thanks, MAGA. ?
Thanks, MAGA. ?
Sarcastic one-liner thanking MAGA, likely mocking Trump supporters or the political situation with ironic brevity.
Humor / Satire
0.70
@merrickying4264
Mar 4, 2025
Thousand of Apologies 😉 who is that Half Monkey Half human statue ? 😉
Thousand of Apologies 😉 who is that Half Monkey Half human statue ? 😉
Makes a dehumanizing joke with racist undertones about appearance, using sarcasm markers.
WELSHDESI
Feb 6, 2026
Blue mountain jew here.... Wait till the little blue goblin hears about this.
Blue mountain jew here.... Wait till the little blue goblin hears about this.
Uses sarcastic/ironic tone with obscure cultural references ('blue goblin') that appears to mock or satirize the discussion.
Humor / Satire
0.70
tyrawr94
Jan 27, 2026
Free 87,000 deposits ❤❤😂😂 Yet we get nothing
Free 87,000 deposits ❤❤😂😂
Yet we get nothing
Uses sarcasm and emojis to mock government support for immigrants while contrasting with lack of support for citizens.
snowguy471
Jan 5, 2026
gabarge this lady reported, Trumps puppy ?
gabarge this lady reported, Trumps puppy ?
Uses sarcastic language and name-calling ('garbage', 'puppy') in a mocking tone toward Trump and the speaker.
Humor / Satire
0.70
@kentphung4489
Mar 4, 2025
19:02 scared Bih 😂😂
19:02 scared Bih 😂😂
Laughs at a specific moment in the video (19:02) with minimal substantive content, primarily comedic reaction.
Kalpana.Lakshmanan
Jan 27, 2026
Don't get me wrong, I like curry, but now that we have the recipe
Don't get me wrong, I like curry, but now that we have the recipe
Sarcastic comment implying immigrants are no longer needed once their cultural contributions (recipes) are adopted, using humor to express xenophobic sentiment.
masteryoda3035
Jan 27, 2026
Trumpsky has lost the plot ???
Trumpsky has lost the plot ???
Dismissive rhetorical question with sarcastic tone ('Trumpsky') rather than substantive critique.
Humor / Satire
0.70
@martynetheridge5772
Mar 4, 2025
SAAR DO NOT REDEEM!
SAAR DO NOT REDEEM!
Cryptic meme-like phrase using internet slang, likely satirical commentary on the video or discussion.
BalrogDeMorgoth69
Jan 27, 2026
America being big meanies ???
America being big meanies ???
Uses sarcastic, dismissive language ('big meanies') to mock the characterization of America's actions in a humorous tone.
Humor / Satire
0.70
@Marcus-rg7bg
Mar 4, 2025
SAARS YOU BIG T3RR0RISTS
SAARS YOU BIG T3RR0RISTS
All-caps, deliberately misspelled 'TERRORISTS' appears to be mocking or parodying inflammatory rhetoric rather than endorsing it.
Humor / Satire
0.70
Omzy-n4i
Jan 27, 2026
Way to go Mr … AND LISTEN YOU ELON MUSK PRESIDENT OF USA ?? BECAUSE THE OTHER ONE IS A ? … Well they are both the same really
Way to go Mr … AND LISTEN YOU ELON MUSK PRESIDENT OF USA ?? BECAUSE THE OTHER ONE IS A ? … Well they are both the same really
Sarcastic commentary conflating Elon Musk with US presidency, using irony to critique leadership.
@yayazarellan2086
Mar 4, 2025
Please go to Amazon warehouses
Please go to Amazon warehouses
Sarcastically suggests immigrants work at Amazon warehouses, likely mocking low-wage employment outcomes.
Humor / Satire
0.70
TheValentine12345
Jan 16, 2026
he FINALLY put his big boy pants on omg
he FINALLY put his big boy pants on omg
Sarcastic praise using colloquial expression to mock political figure's actions.
Humor / Satire
0.70
@Juan-fv4sg
Mar 4, 2025
Hmmm a President Harris not so bad now. TOO Late
Hmmm a President Harris not so bad now. TOO Late
Employs ironic commentary suggesting regret about a political alternative, with ambiguous sarcastic tone.
Humor / Satire
0.70
@darkcity2004
Mar 4, 2025
THE CANADIAN PRIME MINISTER HAS MORE BIG BAL*S THAN THOSE PUPPET REPUBLICAN LEADERS TO CRITICIZE DONALD TRUMP!
THE CANADIAN PRIME MINISTER HAS MORE BIG BAL*S THAN THOSE PUPPET REPUBLICAN LEADERS TO CRITICIZE DONALD TRUMP!
Uses exaggerated, crude language and sarcasm to mock political leaders through comparison, employing comedic tone.
@JeffS-w4l
Mar 4, 2025
It’s like you wanna get smaked!
It’s like you wanna get smaked!
Appears to be a joking or sarcastic remark, though context is unclear; likely humorous commentary on video content.
Humor / Satire
0.70
viszzzhu
Jan 27, 2026
I blame Tim Hortons.
I blame Tim Hortons.
Absurdist blame directed at Tim Hortons as a humorous deflection from serious immigration debate.
Humor / Satire
0.70
oldskool1979
Feb 18, 2026
Trump isn’t even listening. He’s playing golf.
Trump isn’t even listening. He’s playing golf.
Uses sarcastic/ironic commentary about Trump's behavior and attention, implying criticism through mockery.
Humor / Satire
0.70
@jerigross82
Mar 4, 2025
The United circus of America is about to get fckd with no kiss
The United circus of America is about to get fckd with no kiss
Uses crude humor and sarcasm to mock America's political situation, blending comedic tone with underlying threat perception.
@VanCityNinja
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)