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
Lol good luck with all that
Lol good luck with all that
Dismissive sarcastic comment expressing skepticism through ironic tone rather than substantive argument.
Humor / Satire
0.85
@JackB_Nimble88
Mar 4, 2025
USA has now been renamed to dumfukistan. Trump will go down as the dumbest dictator in history
USA has now been renamed to dumfukistan. Trump will go down as the dumbest dictator in history
Uses sarcastic renaming and hyperbolic language to mock the US political situation through satire rather than serious critique.
@mrmo3379
Mar 5, 2025
Good speech! Come and join your friends in the EU! We change our name for you!
Good speech! Come and join your friends in the EU! We change our name for you!
Uses playful, ironic language inviting Canada to join the EU with a joking tone about renaming for acceptance.
@FlozzaBalkano
Mar 5, 2025
Would you like flies with your donut?😅😅😅
Would you like flies with your donut?😅😅😅
A sarcastic joke using wordplay ('flies with your donut') to mock the video's content about immigration issues.
Humor / Satire
0.85
iamwesterncanadian570
Feb 10, 2026
Lol Tyler picking on India again, bout to piss off 1.7 billion people.
Lol Tyler picking on India again, bout to piss off 1.7 billion people.
Uses ironic humor to comment on the video creator's pattern of content while joking about potential backlash.
CcubedCast
Jan 27, 2026
I like how Trump is so insane that he made Trudeau look badass, lol
I like how Trump is so insane that he made Trudeau look badass, lol
Uses comedic irony to compare Trudeau's image favorably against Trump's perceived extremism.
@His_Name_was_Cody
Mar 5, 2025
Canada: Trumps lying\nFact Checkers: Trumps lying\nMAGA: Trump is God
Canada: Trumps lying\nFact Checkers: Trumps lying\nMAGA: Trump is God
Uses sarcastic formatting and ironic contrast between fact-checkers and MAGA supporters to satirize political polarization.
@paulciampo2104
Mar 4, 2025
it is the very and most wonferdull of mirth and fun and frivoility to see the angry carrott and the big strawbery put the sacrae to the people in the malls loI laugh very much …
it is the very and most wonferdull of mirth and fun and frivoility to see the angry carrott and the big strawbery put the sacrae to the people in the malls loI laugh very much and have much od the fun time
Uses absurdist language, nonsensical phrasing, and mocking tone to satirize political figures through comedic exaggeration.
Humor / Satire
0.85
@SabehHenzrati
Mar 4, 2025
Dude with the bike was saying what everyone’s thinking 😂
Dude with the bike was saying what everyone’s thinking 😂
Uses humor and emoji to express agreement with an unspecified statement, suggesting ironic commentary on shared sentiment.
Bruhstacean
Jan 27, 2026
I like how he thinks we can afford anything anyways
I like how he thinks we can afford anything anyways
Uses sarcastic humor to critique Trump's economic policies and spending priorities, implying unrealistic or reckless financial decisions.
@lucasharder3745
Mar 5, 2025
Trump only mad cause canada won the hockey game
Trump only mad cause canada won the hockey game
Uses sarcastic humor to dismiss Trump's criticism by attributing it to a hockey game loss rather than substantive policy disagreement.
Humor / Satire
0.85
@freelineskates5180
Mar 5, 2025
Native Canadian 😅😅😅
Native Canadian 😅😅😅
Uses ironic laughter to mock the concept of 'Native Canadian,' likely commenting on immigration or settler colonial history.
Humor / Satire
0.85
hanjikioina6496
Feb 10, 2026
What a nice comedy
What a nice comedy
Characterizes the video or speech as comedy, suggesting ironic or satirical interpretation of the content.
Humor / Satire
0.85
@ii.1.1
Mar 5, 2025
As per usual, Trump is doing stupid shit because he is stupid.
As per usual, Trump is doing stupid shit because he is stupid.
Sarcastic dismissal of Trump's actions using exaggerated language ('stupid shit because he is stupid') for comedic effect.
@timhurst1350
Mar 5, 2025
Sooooo scary..the mighty justin is angry
Sooooo scary..the mighty justin is angry
Mocking commentary using sarcasm ('mighty justin is angry') to dismiss Canadian political response as ineffectual.
Humor / Satire
0.85
@sanh595
Mar 5, 2025
You know, I said I wasn't going to drink tonight. I need a beer.
You know, I said I wasn't going to drink tonight. I need a beer.
A joking comment using exaggeration and irony to express stress about the video content.
Humor / Satire
0.85
NotABotThereforeBanned
Feb 10, 2026
Sorry there is no incoherent ramblings on this speech so it must be false news. Who is this person who speaks straight and to facts … clearly a danger to making America great.
Sorry there is no incoherent ramblings on this speech so it must be false news. Who is this person who speaks straight and to facts … clearly a danger to making America great.
Sarcastic commentary inverting expectations—praising coherence and facts while sarcastically framing them as dangerous, mocking political discourse.
Humor / Satire
0.85
@TheAstrologicalBuddhist
Mar 5, 2025
Save us!\n- Your downstairs crack house neighbor.
Save us!\n- Your downstairs crack house neighbor.
Self-deprecating joke about Canada as a 'downstairs crack house neighbor,' using sarcasm and irony to comment on the situation.
Humor / Satire
0.85
@jessefowler2733
Mar 5, 2025
In terms MAGA folks can understand:\nCanadians good! ?\nAmericans bad! ?
In terms MAGA folks can understand:\nCanadians good! ?\nAmericans bad! ?
Uses ironic, simplified framing ('in terms MAGA folks can understand') to satirize political polarization and comparative national attitudes.
@Boodschap
Mar 4, 2025
Trump is the sickest ????
Trump is the sickest ????
Brief dismissive statement with emoji expressing sarcastic criticism of Trump through exaggeration.
Humor / Satire
0.85
@nappa4eva
Mar 5, 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)