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
Donald is just another duck who should be working in disneyworld
Donald is just another duck who should be working in disneyworld
Uses absurdist humor and insult to mock a political figure through satirical comparison.
Humor / Satire
0.80
@bk1931
Mar 4, 2025
And to think...Trump still doesn't know how Tariffs work!
And to think...Trump still doesn't know how Tariffs work!
Uses sarcastic humor to mock Trump's understanding of tariff economics.
@_h1ghlife_
Mar 4, 2025
EVERYONE THIS IS WHO YOU VOTED FOR THE VISION YOU SEEN WAS TRUMP & MONEY ?? NOW LOOK In my (Fred Sanford voice) You BIG DUMMY!!!!?
EVERYONE THIS IS WHO YOU VOTED FOR THE VISION YOU SEEN WAS TRUMP & MONEY ?? NOW LOOK In my (Fred Sanford voice) You BIG DUMMY!!!!?
Uses comedic voice (Fred Sanford reference) and sarcasm to criticize voters' choices and priorities.
@blackplatinum4248
Mar 4, 2025
LET'S SEE IF THESE AMERICANS WILL STAY WEAK AND HELPLESS WITH THEIR STUPID PRESIDENT HAHAHAHAHAA
LET'S SEE IF THESE AMERICANS WILL STAY WEAK AND HELPLESS WITH THEIR STUPID PRESIDENT HAHAHAHAHAA
Uses sarcastic mockery and all-caps for comedic effect while criticizing American leadership.
@alphacentaurib4416
Mar 4, 2025
Trudeau is mad because Trump is not letting his kind play in women sports anymore..??????????
Trudeau is mad because Trump is not letting his kind play in women sports anymore..??????????
Uses sarcasm and excessive punctuation to mock Trudeau's position on transgender sports policy in a satirical manner.
@johngaytes-ex7nt
Mar 4, 2025
Hahah Canada is no more
Hahah Canada is no more
Commenter uses ironic/sarcastic tone ('Hahah') to express existential concern about Canada's future, blending dark humor with demographic anxiety.
jeremymireles8862
Feb 17, 2026
From crazy maker Florida.....how lovely to have Trudeau representing your country. I couldn't keep back the tears of pride for you, Canada.
From crazy maker Florida.....how lovely to have Trudeau representing your country. I couldn't keep back the tears of pride for you, Canada.
Uses sarcastic irony ('tears of pride') to mock Trudeau's representation of Canada.
@nancystaub1729
Mar 4, 2025
Has governor Trudeau not accepted the order from his boss President Trump yet, at making Canada Americas new state? ? I’m being sarcastic btw. I love Canada and dying for some poutine. I guess Burger …
Has governor Trudeau not accepted the order from his boss President Trump yet, at making Canada Americas new state? ? I’m being sarcastic btw. I love Canada and dying for some poutine. I guess Burger King and some other burger chains here in Denmark comes close with their loaded fries, but it’s just not the same. The color of are flags are the same though. This is Trudeaus best speech, I always thought he was an idiot until today. Canada, je taime❤
Sarcastic commentary about Canada becoming a US state, explicitly marked as sarcasm, combined with affection for Canada and positive remarks about Trudeau's speech.
@Zortoili
Mar 4, 2025
Is Trump and Vance of sound mind. I bet they would not pass there A levels for 6 year olds.
Is Trump and Vance of sound mind. I bet they would not pass there A levels for 6 year olds.
Sarcastic rhetorical question mocking Trump and Vance's intelligence through exaggerated comparison.
Humor / Satire
0.80
@Ciara.Higgins-xz9im
Mar 4, 2025
I wish Trudeau could run for U.S. President
I wish Trudeau could run for U.S. President
Uses ironic wish to express preference for Trudeau over current U.S. leadership, comparing leaders across nations.
@crod6431
Mar 4, 2025
Refreshing to hear a world leader sound coherent and intelligent. We have an oompa loompa.
Refreshing to hear a world leader sound coherent and intelligent. We have an oompa loompa.
Sarcastic comparison of Canadian and American leaders using derisive language ('oompa loompa') as political commentary.
@Bipedal_Potato
Mar 4, 2025
“MAKE THAT MAKE SENSE”!!!
“MAKE THAT MAKE SENSE”!!!
Uses sarcastic phrase with emphasis marks to mock or question something, employing ironic commentary.
Humor / Satire
0.80
@tkgoody072
Mar 4, 2025
Everyone go to canada!! Lol
Everyone go to canada!! Lol
Sarcastic invitation to Canada with 'Lol' indicates joking tone, though could also express welcoming sentiment.
@richardsantos2116
Mar 4, 2025
Why can't Canada invade the USA? Please, I want to be Canadian...
Why can't Canada invade the USA? Please, I want to be Canadian...
Absurdist joke expressing preference for Canada over the USA through satirical military invasion scenario.
@scottmacdonald3438
Mar 4, 2025
All of US: Send a text message to dementia don every day. What's the price of egg today in America ? Egg gate.
All of US: Send a text message to dementia don every day. What's the price of egg today in America ? Egg gate.
Uses sarcastic humor and wordplay ('Egg gate') to mock political discourse and cognitive decline allegations.
Humor / Satire
0.80
@GREGGRCO
Mar 4, 2025
What? He’s not in blackface?\n\nThe substitute theater teacher is confused as to who is the vassal.
What? He’s not in blackface?\n\nThe substitute theater teacher is confused as to who is the vassal.
Uses sarcasm and ironic reference to Trudeau's past blackface controversy to mock his authority and credibility.
@icouce
Mar 4, 2025
Trudeau for US PRESIDENT!
Trudeau for US PRESIDENT!
Absurdist suggestion that a Canadian PM run for US president, likely intended as ironic commentary on cross-border politics.
Humor / Satire
0.80
@vrico80
Mar 4, 2025
Speaking from USA … can we swap leaders, please ?
Speaking from USA … can we swap leaders, please ?
Humorous request to swap leaders between USA and Canada, using ironic tone to critique both governments.
@mattwells8832
Mar 4, 2025
..when usa goes to Canada to play a game, canadians should play russian anthem instead of usa anthem.. its kinda the same thing nowadays..
..when usa goes to Canada to play a game, canadians should play russian anthem instead of usa anthem.. its kinda the same thing nowadays..
Satirical suggestion that Canada should treat US like Russia, mocking Trump's alignment with Putin.
@emars9225
Mar 4, 2025
Please don't sugarcoat it I'll eat that too ?\n\nEdit: I love this country where I am,\nThis land is where I make my stand.\nNo other heart is truer then,\nThe one we call Canadian!
Please don't sugarcoat it I'll eat that too ?\n\nEdit: I love this country where I am,\nThis land is where I make my stand.\nNo other heart is truer then,\nThe one we call Canadian!
Uses humorous wordplay ('sugarcoat/eat') followed by patriotic identity assertion in poetic form.
@Dopinders_Taxi
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)