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
04:15 was ein verbitterter alter weißer mann mimimi😂😂😂
04:15 was ein verbitterter alter weißer mann mimimi😂😂😂
Sarcastic comment in German mocking an older white man's complaints, using humor and laughing emojis to critique the speaker.
Humor / Satire
0.86
julianowichmann2810
Feb 14, 2026
Bro is the ultimate example of recist ( Indian recism) 😂
Bro is the ultimate example of recist ( Indian recism) 😂
Uses humor and emoji to mock someone in the video for displaying racism, commenting on the video content itself.
MarufShaon
Feb 17, 2026
He keeps calling it Poon Job and I laugh every time.
He keeps calling it Poon Job and I laugh every time.
Finds humor in the video creator's repeated mispronunciation of 'Punjabi,' focusing on comedic delivery rather than substantive content.
weekendkeyboardwarrior
Jan 27, 2026
What did I just watch? A democratically elected leader forming coherent sentences?! What sorcery is this?
What did I just watch? A democratically elected leader forming coherent sentences?! What sorcery is this?
Uses ironic commentary and sarcasm to praise the PM's articulate speech while implicitly criticizing other leaders for incoherence.
@leptonsoup337
Mar 4, 2025
Trump an intelligent guy? In scamming people, maybe. 9 years old read better than that idiot.
Trump an intelligent guy? In scamming people, maybe. 9 years old read better than that idiot.
Uses sarcasm and insults framed as jokes to mock Trump's intelligence and competence.
Humor / Satire
0.86
@seycheles27
Mar 4, 2025
Forgive U.S. our ?moron.
Forgive U.S. our ?moron.
Ironic apology for US leadership presented as humorous commentary on national embarrassment.
@brentbeacham9691
Mar 4, 2025
Trump is such a clown!
Trump is such a clown!
Dismissive characterization of Trump as a 'clown' using casual, mocking language typical of satirical commentary.
Humor / Satire
0.85
@famandfun7772
Mar 4, 2025
US VOTER: “Uhhh, so you do this fella Trudeau is near the end of his term as Canada’s PM? I mean, if you all are done with him and all we could certainly use a …
US VOTER: “Uhhh, so you do this fella Trudeau is near the end of his term as Canada’s PM? I mean, if you all are done with him and all we could certainly use a guy like him in our executive branch “ ?? ??. \n BTW, I love Canadians. Hell, “ some of my best friends are Canadian.” None In the family of course-what would people say? But you know. This guy Trump is quite the hoser. How about you open up your borders just a pinch to let us sane Americans over? We don’t eat much and we’ll even pay for any medical expenses! Really we will. We’re use to it. How’s about like starting up an H1VFK visa. Yeah, you know-the Hey, I Voted For Kamala visa. Well, just think on it. You guys were there for us during Nam. You can do the human thing again. Cheers ?
Satirical US voter persona humorously requests Canadian asylum while praising Canadians and criticizing Trump, using irony and comedic exaggeration.
@doubleslit9513
Mar 4, 2025
And the Order of Lenin goes to ........ President Trump.
And the Order of Lenin goes to ........ President Trump.
Uses ironic sarcasm by awarding Trump a Soviet honor, mocking his policies through absurdist comparison.
Humor / Satire
0.85
@jamiecooksey9037
Mar 4, 2025
I am sory, but this is so funny :D I am sory americans... Tough times for you guys...
I am sory, but this is so funny :D I am sory americans... Tough times for you guys...
Uses humor and irony to comment on the situation, expressing sympathy for Americans while finding amusement in the conflict.
@kfeldmanis
Mar 4, 2025
I am sorry, I had to pause it..when he started speaking the Donald, his word choice went down to a like 3rd grade level. Hahahah..he knows the guy so well.
I am sorry, I had to pause it..when he started speaking the Donald, his word choice went down to a like 3rd grade level. Hahahah..he knows the guy so well.
Mocking commentary about Trump's speech patterns and vocabulary, using humor to criticize his communication style.
Humor / Satire
0.85
@jonholland3617
Mar 4, 2025
With all the BS from the Trump administration, America doesn't need any extra fertilizer coming from abroad
With all the BS from the Trump administration, America doesn't need any extra fertilizer coming from abroad
Uses sarcastic wordplay ('fertilizer') to mock the Trump administration's credibility and diplomatic standing.
Humor / Satire
0.85
@sallybowles2781
Mar 4, 2025
Hey Canada, wanna join the EU?
Hey Canada, wanna join the EU?
Joking suggestion comparing Canada to the EU, using sarcasm to comment on governance or policy.
@atropatene3596
Mar 4, 2025
ahhhh, the french language....that is the way to The Donalds' vital organs!
ahhhh, the french language....that is the way to The Donalds' vital organs!
Uses dark humor and sarcasm about French language as a weapon against Trump.
Humor / Satire
0.85
@terricassin9919
Mar 4, 2025
Trump was never a smart guy... he just talks like a bully, that's all!!!!!!
Trump was never a smart guy... he just talks like a bully, that's all!!!!!!
Uses dismissive, sarcastic tone with excessive punctuation to mock Trump's intelligence and communication style.
Humor / Satire
0.85
@rakuraku8043
Mar 4, 2025
Trudeau for President of the United States .\n Tuck Frump
Trudeau for President of the United States .\n Tuck Frump
Uses sarcasm and wordplay ('Tuck Frump') to mock Trump while jokingly proposing Trudeau as US president.
Humor / Satire
0.85
@AceBadguy72
Mar 4, 2025
0:19 “They’re closest partner and ally…”\n\nThat’s what you said not us! ?
0:19 “They’re closest partner and ally…”\n\nThat’s what you said not us! ?
The commenter uses sarcasm and irony by quoting the speaker back to them with a dismissive emoji, mocking the framing rather than engaging substantively.
@UP4L1FE
Mar 4, 2025
trump voters FAFO
trump voters FAFO
Uses sarcastic acronym 'FAFO' (Find Out) as ironic commentary on Trump voters.
Humor / Satire
0.85
@zajlaugdawbtxoob9784
Mar 4, 2025
This is the guy maga wanted, but they got antimatter.
This is the guy maga wanted, but they got antimatter.
Sarcastic comparison using physics metaphor ('antimatter') to mock Trump supporters' expectations versus reality.
Humor / Satire
0.85
@situationalawarenes
Mar 4, 2025
Trump is a joke not more
Trump is a joke not more
Brief dismissive joke characterizing Trump as a joke with no substantive argument.
Humor / Satire
0.85
@xerondenver
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)