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
Also, gosh.. Canadian politicians are good looking. Look at those faces we have in the States ?
Also, gosh.. Canadian politicians are good looking. Look at those faces we have in the States ?
Lighthearted, off-topic observation comparing Canadian and American politicians' appearance using casual humor.
@Llxvtraqyouzal
Mar 5, 2025
Canada if you want you can join EU :) greetings from Germany
Canada if you want you can join EU :) greetings from Germany
Jokingly suggests Canada join the EU as an alternative alliance, using sarcasm to comment on Canada's geopolitical situation.
@DerJoJoKanal
Mar 5, 2025
Canadian Prime Minister Justin Trudeau wearing a suit, Donald don't know how to start talking now!
Canadian Prime Minister Justin Trudeau wearing a suit, Donald don't know how to start talking now!
Uses sarcastic/ironic comparison of Trudeau's professionalism versus Trump's communication style as humorous commentary.
@ArtshesArakelyan
Mar 5, 2025
Justin was on point until he said Trump was smart lol
Justin was on point until he said Trump was smart lol
Humorous critique of Trudeau's statement about Trump being smart, using 'lol' to signal ironic commentary.
@PrimateEnrichment
Mar 4, 2025
Trumps just jealous that Treudo was standing with all of eu and Zelensky straight after the Zelensky meeting. Chucking a schoolboy mentality fit ?
Trumps just jealous that Treudo was standing with all of eu and Zelensky straight after the Zelensky meeting. Chucking a schoolboy mentality fit ?
Uses sarcasm and mockery ('schoolboy mentality fit') to characterize Trump's behavior, employing ironic commentary rather than serious argument.
@me-yg1lz
Mar 4, 2025
you should speak to holder putin, not with his little yellow biting dog in the white house! ;-))
you should speak to holder putin, not with his little yellow biting dog in the white house! ;-))
Uses sarcasm and joking tone (emoticons, exaggeration) to mock US leadership while comparing nations.
@gedankenstricher
Mar 5, 2025
CNN disgusts me. \nAnd Trudeau, on behalf of an American. \nBAHAHAHAHAHAHAHAHAHAHA WHAT A JOKE!!
CNN disgusts me. \nAnd Trudeau, on behalf of an American. \nBAHAHAHAHAHAHAHAHAHAHA WHAT A JOKE!!
Uses exaggerated laughter and dismissive tone to mock both media and leadership through sarcasm.
@stevohmelike
Mar 5, 2025
Donald & Jughead Vance ?
Donald & Jughead Vance ?
Mocking nickname comparison ('Jughead Vance') using sarcasm to criticize political figures.
Humor / Satire
0.80
@Sanityoutsideofthestates
Mar 5, 2025
Could the US become a Canadian province?
Could the US become a Canadian province?
Playful reversal question suggesting the US become a Canadian province, using ironic humor to comment on US-Canada relations.
@ccs8575
Mar 5, 2025
This loser isn’t gonna do shit to us lol
This loser isn’t gonna do shit to us lol
Uses dismissive sarcasm and ironic language ('loser,' 'isn't gonna do shit') to mock Trump's threat to Canada.
Humor / Satire
0.80
@Nightraven6665
Mar 5, 2025
The US is fast turning into an oligarchy. So, please someone arrange to export democracy into the US for a change.
The US is fast turning into an oligarchy. So, please someone arrange to export democracy into the US for a change.
Uses ironic sarcasm comparing the US to Canada, sarcastically suggesting exporting democracy to the US as a reversal of typical geopolitical rhetoric.
@Sam-nb8ev
Mar 5, 2025
I think he dumbed it down, did not use big words so that he could understand ?
I think he dumbed it down, did not use big words so that he could understand ?
Uses sarcastic/mocking tone suggesting someone was spoken to in overly simple language.
Humor / Satire
0.80
@riyalmasla
Mar 5, 2025
Wiping the drugs from the face of the earth? But who will wipe it out from your face??
Wiping the drugs from the face of the earth? But who will wipe it out from your face??
Uses sarcastic rhetorical question to mock the speaker's stated goal of eliminating drugs.
Humor / Satire
0.80
@ultimate_power_a1
Mar 5, 2025
I like when he said, “Now let me talk to one American, Donald”
I like when he said, “Now let me talk to one American, Donald”
Humorous observation about a specific moment in the video, using ironic commentary on the interaction.
Humor / Satire
0.80
@Crypto4UwithJohn
Mar 4, 2025
Prime minister Appendix making himself relevant while going out of the door. hahahaha
Prime minister Appendix making himself relevant while going out of the door. hahahaha
Mocking commentary using wordplay ('Appendix') and laughter to satirize the PM's relevance and motives.
@kristofferfabros218
Mar 5, 2025
People of America chose a clown ? \n\nNow expect a circus ?
People of America chose a clown ? \n\nNow expect a circus ?
Uses sarcastic metaphor (clown/circus) to mock American political choices in comparative context.
@rohanbhadoria860
Mar 4, 2025
Little Justin got spanked out of office. Those testosterone shots never took hold. Statehood for Canada.
Little Justin got spanked out of office. Those testosterone shots never took hold. Statehood for Canada.
Mocking personal attack on Trudeau using crude humor and absurdist suggestion of Canadian statehood.
@gallantkennels
Mar 4, 2025
It's bizarre seeing the Republicans fall in love with Communist dictators. \nWhat will they think when the Kool-aide wears off? \nCan you imagine the shame?
It's bizarre seeing the Republicans fall in love with Communist dictators. \nWhat will they think when the Kool-aide wears off? \nCan you imagine the shame?
Uses sarcasm and ironic commentary ('Kool-aide') to critique Republican political positions, with underlying moral critique.
@jabe3780
Mar 4, 2025
American people remember Mexico haven’t pay for the walls yet
American people remember Mexico haven’t pay for the walls yet
Sarcastic reference to Trump's Mexico wall promise, using humor to critique political rhetoric across borders.
@soiriliensthilaire3333
Mar 4, 2025
Bye buy California wine and whine.
Bye buy California wine and whine.
Sarcastic jab using wordplay ('buy/bye') and stereotypes about California, mocking rather than substantive.
Humor / Satire
0.80
@xorbitman
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)