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
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Humor / Satire
4,434 comments
Hm. Maybe Trudeau really did improve for once :D
Hm. Maybe Trudeau really did improve for once :D
Uses sarcastic tone with emoticon to express skepticism about Trudeau's performance, mixing irony with mild criticism.
@notsheerosmemes
Mar 4, 2025
Cry me a river, 4 more yrs ?
Cry me a river, 4 more yrs ?
Uses sarcastic dismissal ('Cry me a river') with a cryptic reference, employing ironic tone.
Humor / Satire
0.70
@syatmel
Mar 4, 2025
It's Mr President not Donald.....
It's Mr President not Donald.....
Sarcastic correction about Trump's title, likely mocking the previous commenter's disrespect.
@JR-xz6vd
Mar 4, 2025
Im with that dude 😂
Im with that dude 😂
Brief agreement with laughter emoji, likely expressing humor or ironic support for a previous comment.
Humor / Satire
0.70
YasssB.I.said.whatIsaid
Jan 27, 2026
The bike man had it enuf
The bike man had it enuf
Cryptic, brief comment likely referencing video content with humorous intent; unclear but appears to be casual commentary.
Humor / Satire
0.70
ShowmetheEnd
Jan 27, 2026
Remember there was an episode in COD where US was at war with itself? This is it folks
Remember there was an episode in COD where US was at war with itself? This is it folks
Uses video game reference sarcastically to comment on current political tensions, blending dark humor with anxiety about conflict.
@mulgogi888
Mar 4, 2025
I hope you stuffed the knife in your prison wallet.
I hope you stuffed the knife in your prison wallet.
Appears to be dark humor/sarcasm making a crude joke, though context is unclear without video reference.
Humor / Satire
0.70
SpaceeApee
Jan 28, 2026
Lmao ??? Trudeau is on his way out Trump is going too make Canada great again. Trump is resetting geopolitics. Get ready world.
Lmao ??? Trudeau is on his way out Trump is going too make Canada great again. Trump is resetting geopolitics. Get ready world.
Sarcastic/ironic commentary about Trudeau leaving and Trump 'making Canada great,' with geopolitical framing.
@michaelskoviak5777
Mar 4, 2025
5:07 no way he is betting the allegation of being a White trash🤣
5:07 no way he is betting the allegation of being a White trash🤣
Commenter uses sarcasm and humor (emoji) to mock a moment in the video, referencing a specific timestamp.
RajivGhosh-ju1er
Jan 27, 2026
HaNUUUUUUman
HaNUUUUUUman
Nonsensical exclamation with exaggerated spelling, likely intended as absurdist humor or trolling.
Humor / Satire
0.70
Cobenator
Jan 27, 2026
wherever they are their business scam...🤣🤣🤣
wherever they are their business scam...🤣🤣🤣
Uses sarcasm and emojis to mock immigrants as scammers, blending humor with stereotyping.
HiJob-o8e
Feb 18, 2026
Donald ??????♂️??♂️??♂️
Donald ??????♂️??♂️??♂️
Uses emoji reactions to express dismissive or mocking sentiment toward Donald Trump in a non-literal, sarcastic manner.
Humor / Satire
0.70
@mandoleenebando429
Mar 4, 2025
Indian must teach presiden Indonesia Jokowi fake diploma 😂
Indian must teach presiden Indonesia Jokowi fake diploma 😂
Appears to be sarcastic/joking commentary mixing unrelated claims about credentials and nationality with emoji.
andryjanuar1383
Feb 15, 2026
MAGA = Return of The Soviet Union
MAGA = Return of The Soviet Union
Sarcastic equation of MAGA with Soviet Union, using ironic comparison as political commentary on authoritarianism.
@pandaman1677
Mar 4, 2025
23:18 come on down, bring your credit card. Quick service.
23:18 come on down, bring your credit card. Quick service.
Sarcastic commentary on immigration processing, using ironic language about credit cards and quick service.
Humor / Satire
0.70
visibletoallusers9775
Sep 5, 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
Stop crying Governor of the state of Canada.
Stop crying Governor of the state of Canada.
Uses sarcasm and mockery by calling Canada a 'state' and addressing the PM dismissively, employing ironic commentary.
@HD-Memories
Mar 4, 2025
The guy on the bike was so spot on.And hanuman is known to be testicles of Ram .
The guy on the bike was so spot on.And hanuman is known to be testicles of Ram .
Combines agreement with the video with a crude religious joke that appears to be both satirical and factually inaccurate.
ZararSheikh-vo8bx
Jan 29, 2026
In less than 4 years the chants for make america great again, will go to make america normal and liveable again.
In less than 4 years the chants for make america great again, will go to make america normal and liveable again.
Uses ironic wordplay ('make america normal') to satirize political slogans while expressing concern about US political direction.
@floydstash
Mar 4, 2025
I like to start by just saying... Holy sugar honey iced tea he looks like Fidel Castro! Also God bless America but this guy is talking a lot of common sense
I like to start by just saying... Holy sugar honey iced tea he looks like Fidel Castro! Also God bless America but this guy is talking a lot of common sense
Opens with physical appearance joke (Castro comparison) then shifts to qualified approval of policy positions.
@chemicalbalance
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)