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
Trump a very smart guy? ?? He bankrupted his Casinos for God’s sake!
Trump a very smart guy? ?? He bankrupted his Casinos for God’s sake!
Uses sarcasm and ironic criticism to mock Trump's business acumen.
Humor / Satire
0.80
@LuchoVega68
Mar 4, 2025
Not that I'm actually going to watch this but fuck it took over a month for his speech writers to come up with a reply LOLOLOLOLOLOLOLOL. Trash on a trash network.
Not that I'm actually going to watch this but fuck it took over a month for his speech writers to come up with a reply LOLOLOLOLOLOLOLOL. Trash on a trash network.
Uses sarcasm and mockery to criticize the video creator and network, with humorous tone indicated by repeated 'LOL'.
@Gandalf-v7e
Mar 4, 2025
tRump gave the Prime Minister the best gift ever, a war that Canada didn't start but rallies the whole country together against an antagonistic bully. Trudeau will get a 20 point bump in his approval …
tRump gave the Prime Minister the best gift ever, a war that Canada didn't start but rallies the whole country together against an antagonistic bully. Trudeau will get a 20 point bump in his approval ratings and go out a winner.
Employs ironic framing to suggest Trump's antagonism could paradoxically boost Trudeau's approval ratings, using sarcasm about geopolitical consequences.
Humor / Satire
0.80
@celestialnubian
Mar 4, 2025
Trump is NOT our President but a Resident of the White House. Eviction notice 4yrs!!!!!!
Trump is NOT our President but a Resident of the White House. Eviction notice 4yrs!!!!!!
Uses wordplay ('Resident' vs 'President') and sarcastic tone to mock Trump, with ironic framing as an eviction notice.
@jeffreypierre8802
Mar 4, 2025
the only time Americans support foreign country punishing America.
the only time Americans support foreign country punishing America.
Uses ironic observation about American support for foreign punishment of America as satirical commentary.
Humor / Satire
0.80
@FOB4America
Mar 4, 2025
I wish this guy would stay in office at least for 5 more years, I also wish the European leaders would learn from him. Specifically, how not to kiss ass to a wanna be tyrant. …
I wish this guy would stay in office at least for 5 more years, I also wish the European leaders would learn from him. Specifically, how not to kiss ass to a wanna be tyrant. trump should move to Moscow and live with putin as his _itch.
Uses sarcasm and ironic commentary to criticize Trump while appearing to praise him, with absurdist ending.
@JorgeGarcia-ne3ws
Mar 4, 2025
Every Magahadists heads exploded with they hear that our Prime Minister speaks (fluently) at least two languages.
Every Magahadists heads exploded with they hear that our Prime Minister speaks (fluently) at least two languages.
Sarcastic/ironic commentary mocking 'Magahadists' reaction to Trudeau's multilingualism, using satire to critique opposing political identity.
@mrbarth
Mar 4, 2025
Cant buy the dip? Then make the dip I guess... ?
Cant buy the dip? Then make the dip I guess... ?
Uses cryptic wordplay and sarcasm to comment on economic hardship or market conditions.
Humor / Satire
0.80
@TheeDudee
Mar 4, 2025
Don't bother using such big words when talking to the American people / Trump. The majority of them, and he himself, have at best a sixth grade vocabulary.\n\nStick to words and concepts an elementary student …
Don't bother using such big words when talking to the American people / Trump. The majority of them, and he himself, have at best a sixth grade vocabulary.\n\nStick to words and concepts an elementary student / 6th grader could be reasonably expected to understand...
Sarcastic criticism of Trump and American voters' intelligence levels, using ironic advice about communication strategy.
@kylemorg
Mar 4, 2025
LOL America is a country ruled by dictator and the most powerful people I don’t feel sorry for you, it’s unfortunate for the normal people.
LOL America is a country ruled by dictator and the most powerful people I don’t feel sorry for you, it’s unfortunate for the normal people.
Uses sarcastic tone ('LOL') to mock American leadership while comparing it unfavorably to other systems.
@simonjones1108
Mar 4, 2025
You all wanted trump! The 3yr old that rants and has a vocabulary of one too. ? sucks to suck
You all wanted trump! The 3yr old that rants and has a vocabulary of one too. ? sucks to suck
Uses sarcasm and mockery to criticize Trump supporters' choice, with humorous tone about consequences.
@99nvdemon
Mar 4, 2025
Come get trump yall, put him in your prison since our Wimpy senators won't put him in a cell here.
Come get trump yall, put him in your prison since our Wimpy senators won't put him in a cell here.
Sarcastic suggestion to Canada to imprison Trump, using ironic tone to critique U.S. political system.
@uhlfam2011
Mar 4, 2025
That’s some big talk tough guy! We better hope he doesn’t really get upset and call us more names lol as that’s all he can do, and stop biting the hand that feeds you, as …
That’s some big talk tough guy! We better hope he doesn’t really get upset and call us more names lol as that’s all he can do, and stop biting the hand that feeds you, as your military would be helpless against us (not that we want that anyway, but yall need to chill)!
Uses sarcasm and ironic commentary about Trump's capabilities while making a comparative military reference with a joking tone.
@Faasteddy7099
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
..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
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
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
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
Make America great again, yeah right??? we're dome
Make America great again, yeah right??? we're dome
Uses sarcasm ('yeah right???') and ironic commentary to mock Trump's slogan and express Canadian skepticism.
@jessicawhite0914
Mar 4, 2025
Trump speaks two languages. Dumb and Dumber!\nThank you Canada! Many of us stand with you. Hoping we can remove Trump soon and get back to fair trading with our great neighbors!
Trump speaks two languages. Dumb and Dumber!\nThank you Canada! Many of us stand with you. Hoping we can remove Trump soon and get back to fair trading with our great neighbors!
Opens with a joke about Trump's intelligence, then expresses solidarity with Canada and calls for political change.
@jeffcombes2101
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)