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
Call to Action
2,768 comments
It's about power but the people who voted Trump and Vance in can very easily taken back and impeeched
It's about power but the people who voted Trump and Vance in can very easily taken back and impeeched
Urges voters to reverse Trump's election through impeachment, a call for political action.
Call to Action
0.75
@RosesGibbs
Mar 4, 2025
I hope NO ONE backs down to tweedle dumbdumb and his band of misfit dipshidiots.
I hope NO ONE backs down to tweedle dumbdumb and his band of misfit dipshidiots.
Urges resistance ('NO ONE backs down') with insulting language used satirically for emphasis rather than serious policy critique.
@clutchesllc1930
Mar 4, 2025
Dump trump!
Dump trump!
Brief rallying cry to remove Trump from office, expressed as a slogan with satirical tone.
@mytunes-x
Mar 4, 2025
Let's all keep voting liberal! Because elbows up, right? So is crime, housing prices, poverty, sickness, government sanctioned suicide. Yep, keep it up liberals and liberal voters.
Let's all keep voting liberal! Because elbows up, right? So is crime, housing prices, poverty, sickness, government sanctioned suicide. Yep, keep it up liberals and liberal voters.
Urges voters to stop supporting Liberal party, attributing multiple social problems to their governance.
DF-nz9go
Aug 28, 2025
So we can all agree that this is some bullshit. We all agree that Russia should not be calling our shots. \nSo lets do something about it.
So we can all agree that this is some bullshit. We all agree that Russia should not be calling our shots. \nSo lets do something about it.
Expresses concern about external influence (Russia) and explicitly urges collective action to address the problem.
@nameredactedmessageretract7225
Mar 4, 2025
MAKE THAT MAKE SENSE Thank you to all the airheads who voted for this ????????????
MAKE THAT MAKE SENSE Thank you to all the airheads who voted for this ????????????
Expresses frustration with voters and implicitly calls for different political choices, using dismissive language toward opposing voters.
@suheilysilver3223
Mar 4, 2025
We are doing everything we can to get this rougue president out of here. HE IS NOT OUR PRESIDENT!
We are doing everything we can to get this rougue president out of here. HE IS NOT OUR PRESIDENT!
Expresses intent to mobilize against a political figure and asserts national identity/legitimacy through 'NOT OUR PRESIDENT' framing.
@homemoviesandotherstuff3419
Mar 4, 2025
Yes DUMB DONALD!! If I'm a Canadian, I'm not buying any thing made in AMERICA PERIOD!!!
Yes DUMB DONALD!! If I'm a Canadian, I'm not buying any thing made in AMERICA PERIOD!!!
Urges boycott of American products as a response to Trump, framed through Canadian identity assertion.
@byronstansberry1638
Mar 4, 2025
We definitely understand what’s coming down the pipe that’s why we here are fighting against injustice
We definitely understand what’s coming down the pipe that’s why we here are fighting against injustice
Expresses commitment to fighting against perceived injustice, framing it as a moral imperative and implicitly urging collective action.
@RochelleGriggs-b6p
Mar 4, 2025
GOOD SPEECH, BURY THOSE CLOWNS\n\nDONT BUY TESLA - THE ELECTRIC KETTLE - THEY SUCK AS CARS ANYWAY\n\nIF YOU'RE EUROPEAN, BUY WHAT'S FROM EUROPE
GOOD SPEECH, BURY THOSE CLOWNS\n\nDONT BUY TESLA - THE ELECTRIC KETTLE - THEY SUCK AS CARS ANYWAY\n\nIF YOU'RE EUROPEAN, BUY WHAT'S FROM EUROPE
Urges support for a speech/position ('BURY THOSE CLOWNS') and frames consumer choices along national/identity lines ('IF YOU'RE EUROPEAN, BUY WHAT'S FROM EUROPE').
@mieszanesztuki
Mar 4, 2025
I suggest that we all (all decent democratic countries) ban together and have that clown removed from office. Most American people are fine humans. Some are stupid and gullible, but most know that the USA …
I suggest that we all (all decent democratic countries) ban together and have that clown removed from office. Most American people are fine humans. Some are stupid and gullible, but most know that the USA is not an island and cannot be exist apart from the world.
Urges democratic countries to unite and remove a political figure from office, framed as a moral imperative about global interdependence.
@aorjuela1
Mar 4, 2025
You need to talk to Trump..he represents the American people.
You need to talk to Trump..he represents the American people.
Directs the speaker to engage with Trump as the representative of American interests, implying a specific action or dialogue should occur.
Call to Action
0.75
@TjWoods-j7b
Mar 4, 2025
keep voting liberal,,,,
keep voting liberal,,,,
Sarcastic urging of voters to continue supporting the Liberal party, functioning as a call to political action.
Call to Action
0.75
CFDoutdoors
Sep 8, 2025
Cut off Electricity to these states Mr Prime Minister. Show them that we will never Bow. Let him come begging like hungry Dogs.
Cut off Electricity to these states Mr Prime Minister. Show them that we will never Bow. Let him come begging like hungry Dogs.
Urges the Prime Minister to take punitive action while asserting national pride and resistance.
@Tesmin-y2r
Mar 4, 2025
CNN godi media. Boycott it.
CNN godi media. Boycott it.
Calls for boycott of CNN with dismissive language; combines action urging with sarcasm.
@tpatel7091
Mar 4, 2025
------> everyone that didn't vote liberal
------> everyone that didn't vote liberal
Appears to be directing blame at Liberal voters, implying they should be held accountable, with an us-vs-them framing.
lynsbin
Sep 10, 2025
Do you see what you people have voted for it seems you cut your nose off to spite your face ask your Senators that put the dollar first hell ask your friends that put the …
Do you see what you people have voted for it seems you cut your nose off to spite your face ask your Senators that put the dollar first hell ask your friends that put the dollar first
Urges people to question elected officials about prioritizing financial interests over public welfare.
@deborahjones2573
Mar 4, 2025
poilievre poilievre poilievre poilievre poilievre poilievre poilievre poilievre
poilievre poilievre poilievre poilievre poilievre poilievre poilievre poilievre
Repetitive promotion of Poilievre as an alternative, functioning as a call to support a specific political figure.
Call to Action
0.75
@macthbstoct
Mar 4, 2025
He said it all... americans need to act now to save themselves
He said it all... americans need to act now to save themselves
Urges Americans to take action ('act now') while asserting national identity and in-group concern ('save themselves').
@jomane
Mar 4, 2025
Carry on MR. PRESIDENT. With God speed.
Carry on MR. PRESIDENT. With God speed.
Urges continued support and action ('Carry on') toward a political figure with religious invocation for momentum.
Call to Action
0.75
@charlenajean1401
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)