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
I wish the U.S. had a leader who cared about our country.
I wish the U.S. had a leader who cared about our country.
Brief expression of national identity and patriotic concern about US leadership, implying contrast between desired and actual leadership.
Identity Assertion
0.75
@SaneTexan
Mar 4, 2025
Trump gets fact checked by JT! It’s sad when we have to get the truth from another country, thank you JT! Wish he was our president
Trump gets fact checked by JT! It’s sad when we have to get the truth from another country, thank you JT! Wish he was our president
Commenter expresses preference for Canadian leadership over American, framing it as an us-vs-them comparison while praising Trudeau's fact-checking.
@angieshoemaker7546
Mar 4, 2025
DJT, learn how a true leader cares for his people Nothing like this IDIOT we're stuck with he's a disgusting period ????
DJT, learn how a true leader cares for his people Nothing like this IDIOT we're stuck with he's a disgusting period ????
Contrasts Trump as a true leader with Canada's current leader through dismissive language, asserting national leadership quality differences.
@DianaValdez-ih7ic
Mar 4, 2025
We deserve this. We are ruckus. And we are loud. Some would say rude. But we must do better than this.
We deserve this. We are ruckus. And we are loud. Some would say rude. But we must do better than this.
Acknowledges American national character traits (loud, rude) and calls for moral improvement, blending identity and ethics.
@pauliexcluded1
Mar 4, 2025
So....that is what tou get when an intelligent human is your leader and not a bunch of primates
So....that is what tou get when an intelligent human is your leader and not a bunch of primates
Contrasts intelligent leadership with dehumanizing language ('primates'), establishing in-group/out-group distinction.
@leendertvanderent5078
Mar 4, 2025
This what real leadership looks like. This is how government should function. Clear, concise & reasonable.
This what real leadership looks like. This is how government should function. Clear, concise & reasonable.
Praises leadership as exemplary model, implicitly contrasting with other (inferior) forms of governance.
Identity Assertion
0.75
@stephanieann3456
Mar 4, 2025
Trudeau is a loser
Trudeau is a loser
Simple dismissive statement framing Trudeau negatively as part of political identity positioning.
Identity Assertion
0.75
@yohannsphotographyvideogra9542
Mar 4, 2025
What your seeing is the rise of the new free world leader
What your seeing is the rise of the new free world leader
Asserts Canada's emerging global leadership position, framing it as a national identity claim relative to other world powers.
@MainooMadness
Mar 4, 2025
All because a bunch of Americans couldn’t bring themselves to vote for a black woman.
All because a bunch of Americans couldn’t bring themselves to vote for a black woman.
Makes a claim about voter behavior based on race and gender, implying discrimination as explanation for political outcomes.
@stevenling5808
Mar 4, 2025
Canada needs America.
Canada needs America.
Asserts a dependency relationship between Canada and America, framing national identity through geopolitical reliance.
@Mike-fs2pf
Mar 4, 2025
As an american this is silly as hell. White ppl rather go broke and look stupid and be russias slave. The black and latino ppl that voted for trump did it just be a maverick. …
As an american this is silly as hell. White ppl rather go broke and look stupid and be russias slave. The black and latino ppl that voted for trump did it just be a maverick. Now everyone looks stupid and are about to really fuck up some shit. Smh suckas
Uses racial/ethnic categorization to critique voting behavior and frames certain groups as foolish.
@RamonteMeans
Mar 4, 2025
You know there's an old saying that I'm sure Trump is very wise about you keep your friends close and your enemies closer I would say the way Canada is talking they consider us an …
You know there's an old saying that I'm sure Trump is very wise about you keep your friends close and your enemies closer I would say the way Canada is talking they consider us an enemy look at all these other countries that suddenly lined up against America who bailed all of them out of World War II and who brought down the Berlin Wall that shows how thankful you are and America's been paying the highest of the EU and the United Nations than any of you chicken countries I would just laugh at all of you you don't get it and all these comments are from Liberal Democrats who hate Trump it's real obvious that's who his fan base is Trudeau the little boy from the north who's not smart enough to come in from the cold poor guy he's in for a rude awakening she thinks he's going up against America and that we believe any of his BS
Asserts American superiority and ingratitude of other nations while dismissing critics as partisan Democrats.
@driverslqqk7940
Mar 4, 2025
Typical argonat American speaking when french or spanish german or swedish being spoken.
Typical argonat American speaking when french or spanish german or swedish being spoken.
Stereotyping Americans as arrogant and monolingual, with an unsubstantiated generalization about language speakers.
@Rikard_A
Mar 4, 2025
Trudeau you are actual scum
Trudeau you are actual scum
Personal attack on Trudeau using dehumanizing language, expressing strong in-group/out-group sentiment.
Identity Assertion
0.75
@flemwad
Mar 4, 2025
Bravo Canada ?? you are right , I am not one of those Americans that voted for that POS ?
Bravo Canada ?? you are right , I am not one of those Americans that voted for that POS ?
Commenter asserts Canadian identity and distinguishes themselves from Americans, while expressing approval of Canadian leadership.
@lmcwill0502
Mar 4, 2025
As a Canadian nobody will take this clown seriously when he will not say this to his face.
As a Canadian nobody will take this clown seriously when he will not say this to his face.
Asserts Canadian identity and dismisses a political figure as lacking credibility, framing it as an in-group perspective ('as a Canadian').
@Yoboy273
Mar 4, 2025
F Canada When joe biden was in Office they stole many dollars from us!! they Are cons who play victim!!
F Canada When joe biden was in Office they stole many dollars from us!! they Are cons who play victim!!
Makes unsubstantiated claim about Canada stealing money during Biden administration while asserting American identity against Canada.
@CT-ez6hg
Mar 4, 2025
This guy sounds and looks like a robot. America will be fine. We don't need Canada
This guy sounds and looks like a robot. America will be fine. We don't need Canada
Asserts American identity and independence while dismissing Canada, with mocking tone about the speaker's appearance.
@CharlesAragon-d4z
Mar 4, 2025
War on you Turduo..not on Canada.
War on you Turduo..not on Canada.
Uses wordplay mockery to assert opposition to a political figure while claiming to defend Canada's interests.
@o0DeepWaterIvy0o
Mar 4, 2025
Everyone in the comments here are extremely gullible. I guess that's why they're leftists!
Everyone in the comments here are extremely gullible. I guess that's why they're leftists!
Uses partisan framing to dismiss commenters as 'gullible leftists,' asserting ideological identity while dismissing opposing viewpoints.
@johnbertram1537
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)