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
bramladesh 😂❤
bramladesh 😂❤
Playful wordplay combining 'Bangladesh' with 'Bramladesh,' using humor and emoji to comment on demographics.
Humor / Satire
0.90
goldenmushrooms48
Jan 29, 2026
We should put a big export tax on Preperation h because the Americans will be needing a lot more of that cream while this tariff war continues
We should put a big export tax on Preperation h because the Americans will be needing a lot more of that cream while this tariff war continues
Uses sarcastic joke about export taxes and hemorrhoid cream to mock American response to tariffs, employing crude humor for political commentary.
Humor / Satire
0.90
@michaelmoulton96
Mar 4, 2025
"How will I communicate with wife?" Lmao
"How will I communicate with wife?" Lmao
Mocking laughter at a quoted statement, using humor to critique or ridicule a comment from the video.
Humor / Satire
0.90
fabianrojas8012
Jan 29, 2026
Truedu saying will do shit is pretty funny though ?
Truedu saying will do shit is pretty funny though ?
Sarcastic commentary mocking Trudeau's effectiveness, using humor to critique.
Humor / Satire
0.90
@shamsh09
Mar 4, 2025
I only disagree with 4 words : “ … you are very smart …”
I only disagree with 4 words : “ … you are very smart …”
Sarcastic critique of a statement, implying disagreement through ironic understatement.
Humor / Satire
0.90
@tna64480
Mar 4, 2025
The only lie he told here is that Donald is a “very smart guy”.
The only lie he told here is that Donald is a “very smart guy”.
Sarcastic joke dismissing Trump's intelligence while appearing to agree with a characterization.
Humor / Satire
0.90
@MoviesGamesMusic
Mar 4, 2025
Ice ice baby….
Ice ice baby….
Vanilla Ice reference used as ironic or joking commentary, likely responding to video content.
Humor / Satire
0.90
darksidecyclist
Feb 17, 2026
Donald Dumb
Donald Dumb
Brief insulting nickname used as humorous/sarcastic commentary on a political figure.
Humor / Satire
0.90
@Opm0316
Mar 4, 2025
When a clown moves into the White House, he doesn't become a president. The White House becomes a circus.
When a clown moves into the White House, he doesn't become a president. The White House becomes a circus.
Uses metaphorical wordplay (clown/circus) to satirically critique Trump's presidency and legitimacy.
@zReThuz
Mar 4, 2025
Buddy on the bike was openly honest 😂😂😂😂😂😂😂😂
Buddy on the bike was openly honest 😂😂😂😂😂😂😂😂
Appreciative comment about someone's candid remarks, expressed through laughter and emojis.
Humor / Satire
0.90
Loso1131
Jan 27, 2026
FAFO.....Missy......?
FAFO.....Missy......?
Cryptic acronym 'FAFO' (Find Out For Yourself) used sarcastically; minimal substantive content, primarily comedic tone.
Humor / Satire
0.90
@johnjoseph7834
Mar 4, 2025
You think your actually capable of hurting the United States of America!? Bwahahaha! It hurts laughing and that's it. Now go put your big boy pants on and try again 1:56
You think your actually capable of hurting the United States of America!? Bwahahaha! It hurts laughing and that's it. Now go put your big boy pants on and try again 1:56
Uses mocking laughter and sarcasm ('big boy pants') to ridicule what appears to be a threat or boast directed at the United States.
Humor / Satire
0.90
@YazzieMcGee
Mar 4, 2025
Canada to be renamed as Singhanda 😂😂
Canada to be renamed as Singhanda 😂😂
Joking prediction about Canada's name change with multiple laughing emojis, using ethnic identity as basis for satire.
Disheswithinpleasure
Oct 6, 2025
8:59 Says the man walking around naked 😂
8:59 Says the man walking around naked 😂
Joking response to video content with laughing emoji, using ironic observation about someone's appearance.
Humor / Satire
0.90
VibeMD
Oct 6, 2025
Not a single terrific, beautiful or tremendous? Pfff, this won't reach the hearts of Americans :)
Not a single terrific, beautiful or tremendous? Pfff, this won't reach the hearts of Americans :)
Sarcastic joke mocking Trump's characteristic speech patterns and their absence from the video.
Humor / Satire
0.90
@antonk2157
Mar 4, 2025
Indian food is not ethnic it’s Indian😂😂😂
Indian food is not ethnic it’s Indian😂😂😂
Joking comment with emojis making a playful observation about food terminology.
Humor / Satire
0.90
BrotherServant66
Jan 29, 2026
Trade beef = rap beef
Trade beef = rap beef
Uses slang metaphor comparing trade disputes to rap battles, employing humor and irony.
Humor / Satire
0.90
@teawithtanaka8403
Mar 4, 2025
Coming right up sar
Coming right up sar
Sarcastic one-liner using 'sar' (stereotypical accent mockery) as ironic commentary, likely responding to the video's content.
Humor / Satire
0.90
salesir6502
Jan 27, 2026
I made a huge United States of America this morning, it stank it was awful, I had to flush twice to clear everything.
I made a huge United States of America this morning, it stank it was awful, I had to flush twice to clear everything.
Crude scatological joke using bathroom humor as satire, unrelated to substantive policy discussion.
Humor / Satire
0.90
@glmchn
Mar 4, 2025
Donald Trump is truly a magician. He did the unthinkable: he made Trudeau somewhat popular again. ?
Donald Trump is truly a magician. He did the unthinkable: he made Trudeau somewhat popular again. ?
Uses ironic humor to comment on Trump's unintended political effect on Trudeau's popularity.
Humor / Satire
0.90
@peterpluim7912
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)