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
the only thing he got wrong was calling tr*mp “intelligent”. that is absolutely absurd, tr*mp has never been intelligent.
the only thing he got wrong was calling tr*mp “intelligent”. that is absolutely absurd, tr*mp has never been intelligent.
Sarcastic criticism of Trump's intelligence presented as a humorous jab, with implicit Canadian identity positioning.
@billynutmeg
Mar 4, 2025
Reagan is turning in his grave.
Reagan is turning in his grave.
Sarcastic reference to Reagan's political legacy, using hyperbole to critique current political direction.
@alexstewart-n7v
Mar 4, 2025
This guy , kissing King Charles 3rd's Gilded feet . C'mon , you all watch Southpark right ?? Nobody gave a rats ass about Canada in 1998
This guy , kissing King Charles 3rd's Gilded feet . C'mon , you all watch Southpark right ?? Nobody gave a rats ass about Canada in 1998
Uses South Park reference and sarcasm to mock Trudeau's diplomatic gestures while asserting Canada's historical irrelevance.
@FurthermoreJack
Mar 4, 2025
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
Love how he calls the orange buffoon, Donald.
Love how he calls the orange buffoon, Donald.
Uses humorous tone to appreciate a speaker's choice to use a political figure's first name rather than a nickname, with implied mockery.
Humor / Satire
0.75
@echomikekilo63
Mar 4, 2025
1812 renew for economic war? Another comedian river dance from canada
1812 renew for economic war? Another comedian river dance from canada
Uses sarcasm and mockery ('comedian river dance') to criticize Canada's economic/trade response as ineffective theater.
@Tewodros52
Mar 4, 2025
When a leader has a brain , a heart and a vocabulary with more than 20 words.
When a leader has a brain , a heart and a vocabulary with more than 20 words.
Sarcastic jab at a leader's intelligence and communication skills, implying contrast with a more capable alternative through ironic understatement.
@veeherreraJanecka
Mar 4, 2025
imagine if they had to fight the,selves
imagine if they had to fight the,selves
Cryptic, fragmented comment using ironic hypothetical framing, likely sarcastic commentary.
Humor / Satire
0.75
@vandamundt3402
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
Mad King George Wanna be
Mad King George Wanna be
Brief sarcastic insult comparing Trump to 'Mad King George,' using ironic language rather than substantive argument.
@sweet-grass
Mar 4, 2025
boohoo MAGA!!!!
boohoo MAGA!!!!
Dismissive mockery of MAGA/Trump supporters using sarcastic tone and exclamation marks.
@jasonlindsay196
Mar 4, 2025
India 2.0.. soon to be updated to real India 1.0😂
India 2.0.. soon to be updated to real India 1.0😂
Uses sarcastic emoji and a joke comparing Canada's demographic future to India, employing ironic commentary to express demographic anxiety.
deedeedoit5901
Jan 27, 2026
Imagine this grown man not recognizing Trump's sense of humor. Little Justin is as challenged as his mother was.
Imagine this grown man not recognizing Trump's sense of humor. Little Justin is as challenged as his mother was.
Sarcastic mockery of Trudeau's intelligence using humor and personal insult, with identity-based framing.
@mt.shasta6097
Mar 4, 2025
Haha, canada thinks the loony means something. We've chosen to stop letting you fuck us, pardon me for calling it true.
Haha, canada thinks the loony means something. We've chosen to stop letting you fuck us, pardon me for calling it true.
Uses sarcasm and irreverent humor about Canadian currency and sovereignty, with a defiant tone masked in joking language.
@Dead_Twitch
Mar 4, 2025
As we age as human being we are supposed to be wiser in our nature for decisions we make in our life and to the ones whom we lead BUT NOT donald trump his brain …
As we age as human being we are supposed to be wiser in our nature for decisions we make in our life and to the ones whom we lead BUT NOT donald trump his brain functions like a toilet the more it gets flushed the more it becomes better in sucking all that's thrown in it and yet the toilet is better than his brain at least it takes care of our business.
Uses crude toilet metaphor and sarcasm to mock Trump's intelligence, blending satirical insult with implicit moral critique of leadership.
@2momentum-dx8kr
Mar 4, 2025
What a W ⚓️
What a W ⚓️
Casual slang expression ('What a W') with emoji suggests ironic or joking commentary rather than substantive engagement.
Humor / Satire
0.75
@jadesmith6823
Mar 4, 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
Woke died 11/5/2024 when are you leaving treaudump, you think you can win a trade war
Woke died 11/5/2024 when are you leaving treaudump, you think you can win a trade war
Uses sarcasm and wordplay ('treaudump') to mock Trudeau while questioning his ability to win a trade war.
@ipsit3095
Mar 4, 2025
Fuck it, amerrica should just takeover canada at this point lol
Fuck it, amerrica should just takeover canada at this point lol
Flippant, joking suggestion about US takeover framed as ironic commentary on Canadian sovereignty.
@user-ng8jf8xt6r
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)