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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Identity Assertion
5,512 comments
It’s not America. It’s a buffoon that is in out Whitehouse
It’s not America. It’s a buffoon that is in out Whitehouse
Distinguishes between America as a nation and its current leader, asserting a distinction between the country and its leadership.
@DiamondsWorld24
Mar 4, 2025
I'm sure trump is shaking in his boot hearing this fraud talk.. ? America first don't forget.. just because he wants to stop the killing and end the war don't mean his siding with puttin. …
I'm sure trump is shaking in his boot hearing this fraud talk.. ? America first don't forget.. just because he wants to stop the killing and end the war don't mean his siding with puttin. Just a liberal talking point
Defends Trump supporters' identity and policy priorities ('America first') while dismissing opposing viewpoint as partisan talking point.
@smileyk4129
Mar 4, 2025
The canadian people are about to show americans what war means and how we stand strong. We will not be pushovers and i know rest of world will back us!!
The canadian people are about to show americans what war means and how we stand strong. We will not be pushovers and i know rest of world will back us!!
Asserts Canadian national identity and strength, framing conflict as us-vs-them with implied call for unified resistance.
@Dmad1151
Mar 4, 2025
He is a nice & real president. Trump is in the level of bottom.
He is a nice & real president. Trump is in the level of bottom.
Comment makes comparative character judgments about political leaders using us-vs-them framing (positive vs. negative positioning).
Identity Assertion
0.75
@gorillachen9256
Mar 4, 2025
What an embarrassment to every American citizen. Trump and MAGA are a disgrace.
What an embarrassment to every American citizen. Trump and MAGA are a disgrace.
An American commenter expressing shame about their national identity and government, using strong moral language to distance themselves from Trump and MAGA.
@DSab-c4b
Mar 4, 2025
Well said Canada ?? Trump is crazy back stab Trump he is the one doing all this crazy stuff
Well said Canada ?? Trump is crazy back stab Trump he is the one doing all this crazy stuff
Expresses support for Canada and criticism of Trump through nationalist framing and moral judgment of his character.
@silvestresantana1170
Mar 4, 2025
Time to pay your fair share. The American taxpayers protect our entire continent with our Navy we should tax South America and the rest of North America and Greenland for protection. Look up the Navy …
Time to pay your fair share. The American taxpayers protect our entire continent with our Navy we should tax South America and the rest of North America and Greenland for protection. Look up the Navy numbers and look at how many boats we have. We are the strongest geographical Nation in this world. Because of the ocean surrounding us. Everyone knows that it would be damn near impossible to take us over but they're finding it far too easy to divide the American people. Find your nationalism.??????
Asserts American nationalism and geographic superiority while framing economic arguments about military protection and taxation.
@kaseycates2743
Mar 4, 2025
Correction: Donnie is a VERY dumb guy, in spite of what the Wall Street Journal says.
Correction: Donnie is a VERY dumb guy, in spite of what the Wall Street Journal says.
Personal criticism of Trump framed as a factual correction, reflecting political identity positioning.
Identity Assertion
0.75
@stevenwymor1398
Mar 4, 2025
We don’t need Canada!
We don’t need Canada!
Expresses rejection and us-vs-them framing with nationalist undertones, suggesting Canada is unwanted or threatening.
@CNSTAdventures
Mar 4, 2025
President Trump is the best American President ever. I stand with Trump. He has done a lot of good things. He doesn't take any countries B.S.
President Trump is the best American President ever. I stand with Trump. He has done a lot of good things. He doesn't take any countries B.S.
Expresses strong political allegiance to Trump and asserts values of national strength and non-deference to other nations.
@Jackie-l6p
Mar 4, 2025
We don’t stand for you!!
We don’t stand for you!!
Asserts group identity and rejection of solidarity with another nation or leader.
Identity Assertion
0.75
@thomasbardwell4151
Mar 4, 2025
I thought this bozo resigned, or is he still charging us for his groceries?? WE IN CANADA DO NOT SUPPORT THIS DICTATOR
I thought this bozo resigned, or is he still charging us for his groceries?? WE IN CANADA DO NOT SUPPORT THIS DICTATOR
Asserts Canadian collective rejection of a leader ('WE IN CANADA DO NOT SUPPORT'), framing him as a dictator and invoking national identity.
@NeykaBlitZ
Mar 4, 2025
I am a so called blk american and I know he's lying and has a biased in this decision I stand with God
I am a so called blk american and I know he's lying and has a biased in this decision I stand with God
Asserts personal identity (Black American) while claiming bias in decision-making, framing disagreement through identity and moral grounds.
@Recogn1ze619
Mar 4, 2025
Sorry Canada, I didn’t vote for this idiot.
Sorry Canada, I didn’t vote for this idiot.
Asserts personal political stance and distancing from government leadership.
@martintipper5800
Mar 4, 2025
F Canada, Trudeau is a Marxist. Pot calling the kettle Black
F Canada, Trudeau is a Marxist. Pot calling the kettle Black
Uses ideological labeling (Marxist) and dismissive rhetoric to assert political identity and criticism of Trudeau.
Identity Assertion
0.75
@johnnyjohnson3733
Mar 4, 2025
they dont call it brown town for a reason
they dont call it brown town for a reason
References a colloquial place name ('brown town') implying ethnic demographic change, with implicit criticism.
aparagonwolf7057
Jan 27, 2026
Canada can dissappear tomorrow and nothing of value would be lost
Canada can dissappear tomorrow and nothing of value would be lost
Dismissive statement asserting Canada's lack of value, framing it as an out-group.
@stephscience1781
Mar 4, 2025
And there is the speech we said was coming...liberals to the rescue..FO you lying ahole
And there is the speech we said was coming...liberals to the rescue..FO you lying ahole
Uses partisan framing ('liberals') and hostile language suggesting us-vs-them political identity conflict.
@healthyspirit4unme776
Mar 4, 2025
we not afraid its okay for yall to rip us off but when we stand up against yall you wanna cry
we not afraid its okay for yall to rip us off but when we stand up against yall you wanna cry
Asserts a defensive national position, claiming Canada is standing up against unfair treatment and rejecting victimhood framing.
@azulejjo
Mar 4, 2025
Don't blame me l did not vote for the Convicted FeIon.
Don't blame me l did not vote for the Convicted FeIon.
Commenter distances themselves from political responsibility by asserting they didn't vote for the current leader, implying a division between 'us' and 'them'.
@rachelcorrie8928
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)