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
Morons Are Governing America.
Morons Are Governing America.
Brief dismissive statement using capitalization for emphasis, functioning as sarcastic commentary on American governance.
Humor / Satire
0.75
@bpalpha
Mar 4, 2025
Enjoy it, little punks ?
Enjoy it, little punks ?
Brief sarcastic or mocking comment using casual language and tone to express derision.
Humor / Satire
0.75
@readingrainbow8112
Mar 4, 2025
Haha Donald Drumpf is just plain stupid. The USA is going down! Soon Americans will will get poor and addicted to fentanyl. ?
Haha Donald Drumpf is just plain stupid. The USA is going down! Soon Americans will will get poor and addicted to fentanyl. ?
Uses exaggerated predictions and sarcasm ('Drumpf') to mock Trump, though also expresses apocalyptic concerns about American decline.
@Flazz007
Mar 4, 2025
WOW!\nTrudeau resigns, Trump returns, Putin stays.\nHow crazy is this world...
WOW!\nTrudeau resigns, Trump returns, Putin stays.\nHow crazy is this world...
Uses ironic observation about global political changes (Trudeau resigns, Trump returns, Putin stays) with satirical tone.
@brigantinus8174
Mar 4, 2025
You should take off the light and that will teach the Trumpet a lesson
You should take off the light and that will teach the Trumpet a lesson
Uses absurdist humor and wordplay ('Trumpet') to mock Trump through a nonsensical suggestion.
Humor / Satire
0.75
@charlenelegerton6288
Mar 4, 2025
What Trump's need is a spanking from somebody, He acting like a baby
What Trump's need is a spanking from somebody, He acting like a baby
Uses sarcastic/insulting comparison (acting like a baby) as humorous criticism of Trump.
Humor / Satire
0.75
@Rember.
Mar 4, 2025
BLACK FACE BETA!
BLACK FACE BETA!
Uses sarcastic insult combining reference to blackface scandal with derogatory nickname, employing ironic mockery.
@stevenorthenscold6313
Mar 4, 2025
It must be said. Putin in 3 years did not conquer Ukraine, but in 3 weeks he subdued the United States and without sacrificing a single soldier
It must be said. Putin in 3 years did not conquer Ukraine, but in 3 weeks he subdued the United States and without sacrificing a single soldier
Sarcastic/ironic commentary comparing Putin's military actions to political influence, presented as absurdist humor rather than serious claim.
@ravioli1005
Mar 4, 2025
As an indian, i totally agree with governor Trudeau - there shud be a peaceful takeover of canada as 51st US state
As an indian, i totally agree with governor Trudeau - there shud be a peaceful takeover of canada as 51st US state
Satirical comment using ironic exaggeration about Canadian sovereignty and US annexation, likely mocking political discourse.
@AJ-gu8rl
Mar 4, 2025
MAGA... Moscow Agent Governing America
MAGA... Moscow Agent Governing America
Uses sarcastic acronym play (MAGA/Moscow Agent) as political satire, though it also contains an identity/political assertion.
@oldodger
Mar 4, 2025
Trump thinks Canada is similar to Mexico or Ukraine. Dump
Trump thinks Canada is similar to Mexico or Ukraine. Dump
Uses sarcasm and wordplay ('Dump' as pun on Trump's name) to mock Trump's understanding of Canada.
Humor / Satire
0.75
@torontotq
Mar 4, 2025
lol you guys listen to this dude?? hahahahah His corruption is all over the internet lol smh
lol you guys listen to this dude?? hahahahah His corruption is all over the internet lol smh
Uses sarcasm and dismissive tone to mock Trudeau, with vague corruption allegations presented without evidence.
@jsean13
Mar 4, 2025
The Night The Lights Went Out In The US.
The Night The Lights Went Out In The US.
Uses poetic/literary reference as ironic commentary on US political decline, with implicit national identity critique.
@Mochahontas1154
Mar 4, 2025
REPEAT YOU MAGA TURDS \nNOBODY WINS IN A TRADE WAR
REPEAT YOU MAGA TURDS \nNOBODY WINS IN A TRADE WAR
Uses sarcastic insults and mocking tone to critique trade war policy, blending humor with political commentary.
Humor / Satire
0.75
@phillysportsmedia2825
Mar 4, 2025
Canada should takeover the USA, not the other way around
Canada should takeover the USA, not the other way around
Absurdist joke inverting power dynamics between nations, likely satirical rather than literal policy proposal.
@CreativeWeazel
Mar 5, 2025
Hey Justin I met your mother…\n\nYou have been harmed..
Hey Justin I met your mother…\n\nYou have been harmed..
Appears to be a sarcastic or joking reference to the Prime Minister, using absurdist humor rather than substantive critique.
@hardback69
Mar 5, 2025
Lol, yea, this guy is part of the problem also. Well, here is my response. Piss off. I hope Mr. Trump will bump there tariffs to 50 %.
Lol, yea, this guy is part of the problem also. Well, here is my response. Piss off. I hope Mr. Trump will bump there tariffs to 50 %.
Sarcastic dismissal ('Piss off') combined with ironic support for tariffs, using humor to express political frustration.
@MartyNorris-h1z
Mar 4, 2025
Trump is scared to PUTIN ???American Gay President Trump ???
Trump is scared to PUTIN ???American Gay President Trump ???
Uses absurdist mockery and wordplay ('scared to PUTIN', 'Gay President') to ridicule Trump.
Humor / Satire
0.75
@duquerolly
Mar 4, 2025
I thought Canada fired this bum...\nGet the Hell outta here ya bum!!
I thought Canada fired this bum...\nGet the Hell outta here ya bum!!
Dismissive insult ('bum') delivered with sarcastic tone, expressing contempt for Trudeau through exaggerated language.
@Lou-y1e
Mar 4, 2025
Donald Trump is a FooLLLLLLLLL! And MAGA people voted for him!!!!
Donald Trump is a FooLLLLLLLLL! And MAGA people voted for him!!!!
Mocking tone with excessive capitalization and exclamation marks directed at Trump and his supporters, functioning as sarcastic political commentary rather than serious argument.
@DevWillie-m2j
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)