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
Just piss off the world Trump, moron!
Just piss off the world Trump, moron!
Brief sarcastic insult using casual language ('piss off the world') as ironic commentary on Trump's diplomatic approach.
Humor / Satire
0.85
@kenn2184
Mar 4, 2025
Wow $420 a year. I can afford a happy meal now. But I like where banks have to cap NSF fees to 10$ from $48 of what they currently is unreal.
Wow $420 a year. I can afford a happy meal now. But I like where banks have to cap NSF fees to 10$ from $48 of what they currently is unreal.
Sarcastic comment about inadequate financial relief ($420/year) using ironic tone ('happy meal'), combined with a policy critique about banking fees.
NotByMight617
Jan 20, 2026
lol I was not aware the monkey king is their god 😅 as a Buddhist, he’s a menace.
lol I was not aware the monkey king is their god 😅 as a Buddhist, he’s a menace.
The comment uses humor and sarcasm about religious/cultural references, with a lighthearted tone indicated by the emoji.
Layniacsofficial
Jan 27, 2026
When Trump said he wanted a border war, this is not exactly what I had in mind. ?
When Trump said he wanted a border war, this is not exactly what I had in mind. ?
Ironic commentary using wordplay ('border war') to satirize Trump's rhetoric.
Humor / Satire
0.85
@SARGE-LSA
Mar 4, 2025
TDS sports wear on the building?? Lmfao!!
TDS sports wear on the building?? Lmfao!!
Mocking observation about TDS sportswear visible in the video, using laughter to express ironic commentary.
TimothyVaughn-d5y
Feb 25, 2026
Interviews the most American Indian Canadian dude he can find😅
Interviews the most American Indian Canadian dude he can find😅
The comment uses sarcasm and humor to critique the video creator's casting choices, suggesting they deliberately selected a stereotypically 'American Indian Canadian' person.
hicx8734
Jan 27, 2026
I really wish canada would take michigan!!!
I really wish canada would take michigan!!!
Jocular wish for Canada to annex Michigan, using absurdist humor to comment on cross-border relations.
@bubbafrump74
Mar 4, 2025
Lexicographers may soon have to amend the American English lexicon: twice bitten, forever shy.
Lexicographers may soon have to amend the American English lexicon: twice bitten, forever shy.
Uses wordplay and ironic reference to the proverb 'twice bitten, forever shy' to satirize US-Canada relations.
Humor / Satire
0.85
@mihaihorezeanu43
Mar 4, 2025
No... No... No... Trump will say I've done many great, amazing, beautiful things with the Canadian Governor putting in a bit of help....
No... No... No... Trump will say I've done many great, amazing, beautiful things with the Canadian Governor putting in a bit of help....
Satirical mimicry of Trump's speaking style and tendency to self-praise, using exaggeration for comedic effect.
Humor / Satire
0.85
@Amejoharee
Mar 4, 2025
Forget Canada as the 51st state.\n\nAs a Northeastern American, I think most of us would prefer to become a province of Canada at this point.
Forget Canada as the 51st state.\n\nAs a Northeastern American, I think most of us would prefer to become a province of Canada at this point.
Uses ironic reversal (Americans wanting to join Canada rather than annexation) as satirical commentary on political preferences.
@truyentruong9015
Mar 4, 2025
How come the smuggler didn't notice you had American accent?
How come the smuggler didn't notice you had American accent?
Sarcastic question pointing out an inconsistency in the video's narrative, using ironic commentary.
Humor / Satire
0.85
baba-abba
Jan 27, 2026
Little do these idiots know that Tyler is one of the biggest youtubers from USA. The country that they are trying to sneak him into.😂😂😂
Little do these idiots know that Tyler is one of the biggest youtubers from USA. The country that they are trying to sneak him into.😂😂😂
Sarcastic joke about the video's content, using irony and emojis to mock the premise or participants.
carolinecarty1829
Jan 27, 2026
11:00 its giving daycare fraud
11:00 its giving daycare fraud
Sarcastic/ironic commentary on video content using colloquial slang ('it's giving') to mock the subject matter.
TheReallAdot
Jan 27, 2026
How about Trump files for Ch. 11 for a 3rd time but this time the whole country.
How about Trump files for Ch. 11 for a 3rd time but this time the whole country.
Uses sarcastic joke comparing Trump's bankruptcy history to potential national economic collapse.
Humor / Satire
0.85
@Rotten-Radish
Mar 4, 2025
“Tank u come again”
“Tank u come again”
Comment uses a stereotypical accent/phrase in quotation marks as mocking satire of immigrant workers, employing comedic caricature.
Humor / Satire
0.85
rojoloco3911
Jan 27, 2026
😂😂😂 wtf did he say about Africans
😂😂😂 wtf did he say about Africans
Expresses surprise/amusement at video content regarding Africans using laughing emojis and casual language.
iafricanicebear
Jan 27, 2026
Dickhead Trump! ?
Dickhead Trump! ?
Brief insult presented as crude humor or venting rather than substantive argument.
Humor / Satire
0.85
@johnbleakley4125
Mar 4, 2025
I worked with a Punjabi guy and he was missing a thumb 😂
I worked with a Punjabi guy and he was missing a thumb 😂
A casual anecdote delivered with a laughing emoji, using dark humor about a coworker's physical characteristic.
johnwilliams2183
Jan 27, 2026
Justinder Truedeep legacy!!!
Justinder Truedeep legacy!!!
Uses phonetic mockery of the Prime Minister's name as satirical criticism of his political legacy.
AndySowyer
Feb 17, 2026
No new camel rebates?
No new camel rebates?
Absurdist joke using 'camel rebates' as sarcastic commentary on government programs.
Humor / Satire
0.85
Martin-dg8xy
Jan 14, 2026
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)