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
Identity Assertion
5,512 comments
Trudeau said Trump was very smart, not because he is smart but because foreign leaders know Trump is vain.
Trudeau said Trump was very smart, not because he is smart but because foreign leaders know Trump is vain.
Commenter characterizes Trudeau's diplomatic strategy as manipulative flattery based on understanding Trump's vanity and psychology.
Identity Assertion
0.75
@tracywatt9069
Mar 4, 2025
Check it out. The Indians include Punjabis have taken their casteism also in their briefcase. Btw English is not mandatory to move to Canada it’s only a bonus point if you know English.
Check it out. The Indians include Punjabis have taken their casteism also in their briefcase. Btw English is not mandatory to move to Canada it’s only a bonus point if you know English.
Critiques immigration policy while also asserting negative stereotypes about Indian immigrants bringing caste discrimination.
harshvardhan5717
Feb 5, 2026
Bla bla bla.... the gravy train is over! God bess the United States of America, and God bless president Donald J. TRUMP!
Bla bla bla.... the gravy train is over! God bess the United States of America, and God bless president Donald J. TRUMP!
Dismissive statement about Canadian policy ('gravy train') combined with nationalist allegiance to the US and Trump, asserting a preference for American identity/leadership.
@JH-qi9pz
Mar 4, 2025
As a Canadian I approve this message !
As a Canadian I approve this message !
Asserts Canadian identity while endorsing the video's apparent anti-immigration message.
bss6356
Jan 27, 2026
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
American's that's what a leader sounds like!
American's that's what a leader sounds like!
Asserts American identity and leadership values by praising what 'a leader sounds like' in contrast to implied criticism.
@conorarrigan
Mar 4, 2025
Canadian people are good people. This putz is an idiot.
Canadian people are good people. This putz is an idiot.
Asserts Canadian identity as 'good people' while dismissing a political figure, using us-vs-them framing.
Identity Assertion
0.75
@lwhowell4387
Mar 4, 2025
Going good trever demonise Indians for no fkin reason
Going good trever demonise Indians for no fkin reason
Accuses the video creator of unfairly targeting Indians, framing this as identity-based demonization rather than legitimate criticism.
enliteningshorts6317
Feb 5, 2026
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
You people in the comments are so weak.\nImagine being on the same side about to get in a fight or war you idiots would run so fast have no strength.\nCan't hold thr line and stand …
You people in the comments are so weak.\nImagine being on the same side about to get in a fight or war you idiots would run so fast have no strength.\nCan't hold thr line and stand fast. \nBunch of purple hair liberal lunatics. \n\nCowards. \n\nBunch of cutters ????
Uses inflammatory language attacking perceived opponents ('purple hair liberal lunatics') with us-vs-them framing and sarcastic tone.
@ec7973
Mar 4, 2025
America is not your personal property [Donald Trump]
America is not your personal property [Donald Trump]
Asserts that America is not Trump's personal property, framing national identity and ownership as a contested us-vs-them issue.
@isaacaigberemolen3799
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
Find sad people and interview news channels drawing board story cry me a river first deport all Indian
Find sad people and interview news channels drawing board story cry me a river first deport all Indian
Dismissive ethnic targeting ('all Indian') combined with deportation demand; incoherent but rooted in identity-based exclusion.
rickymartin7367
Feb 11, 2026
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
Go back to Europe birdpoop salt shaker
Go back to Europe birdpoop salt shaker
Hostile comment using dehumanizing language and exclusionary framing directed at immigrants, asserting national/cultural boundaries.
elolalalajfsibugroub
Feb 12, 2026
Now that's what a leader looks like
Now that's what a leader looks like
Affirms approval of leadership qualities, implicitly contrasting with others or previous leaders.
Identity Assertion
0.75
@unrealed2211
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
You simply can't reason with the left. Their censorship. Their drama queen word play. Their distain for reality. So, get ready to rumble. Unreasonable people must be dealt with unreasonable measures. Are tariffs unreasonable? Yep. …
You simply can't reason with the left. Their censorship. Their drama queen word play. Their distain for reality. So, get ready to rumble. Unreasonable people must be dealt with unreasonable measures. Are tariffs unreasonable? Yep. Welcome to your world.
Frames political conflict as us-vs-them (left vs. right), characterizes opponents negatively, and implies confrontational action is justified.
@UnscheduledProgram
Mar 4, 2025
Zelensky and Trudeau are jokes
Zelensky and Trudeau are jokes
Dismissive characterization of political leaders using derogatory framing that asserts superiority or contempt.
Identity Assertion
0.75
@MrWhiskeyWhiskers
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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