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
The real crime here is wearing a Yankees hat in Canada.
The real crime here is wearing a Yankees hat in Canada.
Joking comment that deflects from immigration topic by sarcastically criticizing a fashion choice visible in the video.
Humor / Satire
0.90
DEEZERNUTZER
Jan 28, 2026
Thank you for calling Apple tech support
Thank you for calling Apple tech support
Makes a sarcastic joke about the video being tech support spam, likely referencing common YouTube comment stereotypes.
BK-pt4vy
Jan 28, 2026
Dont worry Canadistan is a magic place full of rainbows and unicorns and everyone who comes here miraculously becomes the best person ever...unless they arent libtards then waaaah
Dont worry Canadistan is a magic place full of rainbows and unicorns and everyone who comes here miraculously becomes the best person ever...unless they arent libtards then waaaah
Uses sarcasm and ironic exaggeration ('magic place full of rainbows and unicorns') to mock pro-immigration sentiment.
Humor / Satire
0.90
LeroyGallagher-t9t-deadhead
Feb 27, 2026
mic drop... )
mic drop... )
Brief expression of approval using a colloquial phrase ('mic drop') that signals agreement with previous content in a casual, humorous manner.
Humor / Satire
0.90
romanincognito3666
Sep 30, 2025
So by “MAGA”, the “again” DJT was referring to was The Great Depression. Got it. Well, off the great start Donny! Keep up the good work! ?? Running USA right into the ground (again) - …
So by “MAGA”, the “again” DJT was referring to was The Great Depression. Got it. Well, off the great start Donny! Keep up the good work! ?? Running USA right into the ground (again) - Should be another exciting 4 years!
Uses sarcasm and ironic commentary to mock Trump's 'Make America Great Again' slogan by suggesting it refers to economic depression.
Humor / Satire
0.90
@Viaonika
Mar 4, 2025
SaaR we Supa-pooper SaaR SàR we CEO SaAr SaR our GOd monki,elifant SaAr we clen and hygienic saaR Indai besT saaR
SaaR we Supa-pooper SaaR
SàR we CEO SaAr
SaR our GOd monki,elifant
SaAr we clen and hygienic
saaR Indai besT saaR
Uses exaggerated stereotypical language, broken English, and absurdist humor to mock a particular group.
Humor / Satire
0.90
j1real506
Jan 27, 2026
I will go next year Noooo next month hahahahahha
I will go next year
Noooo next month hahahahahha
Playful joke about changing travel plans with self-correcting humor ('next year... Noooo next month hahahaha').
Humor / Satire
0.90
luisgutierrez6414
Jan 27, 2026
Bro said “bie”😭
Bro said “bie”😭
Mocking commentary on speaker's pronunciation or speech pattern, using emoji to indicate joking tone.
Humor / Satire
0.90
Perezkillem
Jan 28, 2026
And Most Improved Player goes to Justin Trudeau
And Most Improved Player goes to Justin Trudeau
Uses sarcastic sports commentary (MVP award) to mock a political leader's performance.
Humor / Satire
0.90
@mickeylana
Mar 4, 2025
Hey MAGA, is this what you meant by “we’re winning.” ?
Hey MAGA, is this what you meant by “we’re winning.” ?
Sarcastic rhetorical question mocking Trump supporters' 'winning' narrative in light of tariff consequences.
Humor / Satire
0.90
@Fletcherlives
Mar 4, 2025
All while peeing his pants.
All while peeing his pants.
Brief mocking comment using crude humor to ridicule a political figure.
Humor / Satire
0.90
@toml802
Mar 4, 2025
Tank yoo four showwing our bootiful kalchure saar 😊
Tank yoo four showwing our bootiful kalchure saar 😊
Mocking parody using intentional misspellings and stereotypical accent to satirize immigrant cultural representation.
Humor / Satire
0.90
Tommyknobinson-j4i
Feb 24, 2026
I'm SHOCKED! SHOCKED I TELL YA!!!
I'm SHOCKED! SHOCKED I TELL YA!!!
Sarcastic expression of mock shock, likely commenting ironically on the video's revelations about fraud.
sultrysounds7948
Sep 29, 2025
😂😂😂 ‘Indianification’ 😂😂😂😂
😂😂😂 ‘Indianification’ 😂😂😂😂
Mocking laughter at the term 'Indianification' used in the video, expressing satirical amusement.
Humor / Satire
0.90
sashacreary9007
Jan 28, 2026
Immigrants vs immigrants 😂
Immigrants vs immigrants 😂
Brief ironic commentary using emoji to mock the conflict between different immigrant groups, employing satire rather than substantive argument.
Humor / Satire
0.90
vijubhai3561
Oct 26, 2025
I cant stop laughing at the poo part 😂
I cant stop laughing at the poo part 😂
Laughing at crude content in the video, expressing amusement through emoji and casual tone.
Humor / Satire
0.90
GaryT.oftheNorth
Jan 28, 2026
Holy Shit, suddenly I like Trudeau...
Holy Shit, suddenly I like Trudeau...
Ironic expression of newfound appreciation for Trudeau in response to Trump, using humor to comment on comparative leadership.
Humor / Satire
0.90
@tomebasic2843
Mar 4, 2025
The Wall Street Journal called Trump smart??? ? ? ? I can’t stop laughing.
The Wall Street Journal called Trump smart??? ? ? ? I can’t stop laughing.
Sarcastic dismissal of Trump's intelligence through exaggerated laughter and disbelief.
Humor / Satire
0.90
@21ruevictorhugo
Mar 4, 2025
Brampton is God's country, where insurance is low due to the honest people that live in Brampton, to live in Brampton you require a special visa.
Brampton is God's country, where insurance is low due to the honest people that live in Brampton, to live in Brampton you require a special visa.
Sarcastic commentary about Brampton using ironic framing (low insurance due to 'honest people,' requiring special visa) as a joke.
Humor / Satire
0.90
norbertpires1518
Sep 30, 2025
Trump also speaks two languages fluently; alternative to facts and gibberish.
Trump also speaks two languages fluently; alternative to facts and gibberish.
Sarcastic joke comparing Trump's language skills by claiming he speaks 'alternative facts and gibberish' fluently.
@CodeLink1000
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)