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
Can he be our president, please!!!
Can he be our president, please!!!
Expresses desire for a political figure to lead, combining aspirational support with implicit call for action.
@tempgirl00711
Mar 4, 2025
Remove these both freaks, Trump and Vence and let them take Mask with them until it's not too late!!!!
Remove these both freaks, Trump and Vence and let them take Mask with them until it's not too late!!!!
Urges removal of political figures with strong emotional language and us-vs-them framing.
@lpx79
Mar 4, 2025
Yes, put a counter tariff on the US! Trump doesn’t care! It’s RUSSIA’s US now. US is a nazi country.
Yes, put a counter tariff on the US! Trump doesn’t care! It’s RUSSIA’s US now. US is a nazi country.
Urges Canada to implement counter-tariffs while expressing fear about US governance and making inflammatory claims about Russia and Nazism.
@faye4849
Mar 4, 2025
Our government in the US is embarrassing. Americans need to rise up.
Our government in the US is embarrassing. Americans need to rise up.
US commenter urging Americans to take action against their government.
@kathyhayden3653
Mar 4, 2025
Focus on the military !!! and securing our border from the USA. Try doing something useful for a change before it's too late.
Focus on the military !!! and securing our border from the USA. Try doing something useful for a change before it's too late.
Urges government action on military and border security while criticizing current policy priorities.
codyprudhomme2949
Jan 5, 2026
Hopefully somebody in the American Military or the CIA will take this Donald Trump out before he does any more damage to his allies in NATO
Hopefully somebody in the American Military or the CIA will take this Donald Trump out before he does any more damage to his allies in NATO
Urges military/intelligence action against Trump while framing him as a threat to allies, combining call-to-action with threat rhetoric.
@anthonybelyea1964
Mar 4, 2025
Canada will need a Revolution, Canadians vs. Liberals, to fix this country.
Canada will need a Revolution, Canadians vs. Liberals, to fix this country.
Calls for revolutionary action against the government while expressing existential threat to the country.
JamesMorse54
Jan 5, 2026
Dumbo Dump NEEDS TO GO HEY HEY HO HO!!!!
Dumbo Dump NEEDS TO GO HEY HEY HO HO!!!!
Calls for removal of a political figure using protest chant format ('HEY HEY HO HO'), with insulting language for rhetorical effect.
@arnovriends5873
Mar 4, 2025
Tyler come to Buffalo NY across the boarder from Ontario CA
Tyler come to Buffalo NY across the boarder from Ontario CA
Direct invitation/suggestion for the content creator to visit a specific location.
Call to Action
0.75
Imnothuman_
Jan 27, 2026
Not Complying. I Will Not Comply. No Complying.
Not Complying.
I Will Not Comply.
No Complying.
Repeated assertion of non-compliance appears to be a call for others to resist or refuse to comply with unspecified policies.
Call to Action
0.75
RaisedxFist
Jan 6, 2026
I Nominate Justin Trudeau for President of the United States!
I Nominate Justin Trudeau for President of the United States!
A nomination statement urging others to consider Trudeau for U.S. president, implicitly comparing leaders across nations.
@danielhansson1003
Mar 4, 2025
Heres an idea...a fence
Heres an idea...a fence
Proposes physical border barrier as solution to immigration, presented with minimal elaboration suggesting either serious policy suggestion or light sarcasm.
ELIAS-v3y
Jan 5, 2026
Americans. lend me your brains. you are being screwed by a moron crook and his gang of GOP supporters. you lose.
Americans. lend me your brains. you are being screwed by a moron crook and his gang of GOP supporters. you lose.
The comment urges Americans to recognize they are being wronged and implicitly calls them to action against political leadership, framed as a moral imperative.
@mxr572
Mar 4, 2025
can not deport enough
can not deport enough
Expresses a demand for deportation action, combining advocacy for restrictive policy with implicit threat framing.
RICKYWALDNER
Dec 29, 2025
The people that stands with Canada,Mexico and Uk should move there
The people that stands with Canada,Mexico and Uk should move there
Urges people with certain political views to relocate, combining a call to action with implicit us-vs-them framing about national allegiance.
@jerryhumphrey8030
Mar 4, 2025
maybe if the police pointed them back instead of assisting with their bags they would stop coming
maybe if the police pointed them back instead of assisting with their bags they would stop coming
Sarcastically proposes police should refuse assistance to migrants to deter immigration, urging policy change through implied action.
erikkorhonen
Jan 5, 2026
Talk the talk and walk the walk!\nNot your fault idiots voted for Trump!
Talk the talk and walk the walk!\nNot your fault idiots voted for Trump!
Urges action while sarcastically blaming voters for Trump's election, mixing mobilization with ironic commentary.
@markmoody5213
Mar 4, 2025
cancel the 200 billon we give them a year
cancel the 200 billon we give them a year
Directive to cancel foreign aid, functioning as a policy demand and implicit call for action.
@pinnhead4
Mar 4, 2025
Don't buy Canadian Bacon, Maple Syrup and other Canadian goods. Canada is NOT the closest ally of the US and has long in fact been like the Karen nation of North America who is massively …
Don't buy Canadian Bacon, Maple Syrup and other Canadian goods. Canada is NOT the closest ally of the US and has long in fact been like the Karen nation of North America who is massively passive aggressive to the US, and outright hatred for the US is rampant among many Canadians. 25 percent 155 billion which is dwarfed by the trade imbalance of the many billions more of Canadian goods that go to the US, mostly it is American Alcohol that goes to Canada, to fuel the drunks of Canadian society, so Homeless alcoholics in Canada might truly suffer. How is more sobriety a bad thing Trudeau? This might be fantastic for people who drink alcohol to make a break with the booze they have been needing. \n\nThe rest of us, who don't buy Canadian goods nor own or invest in American alcohol won't feel anything. In fact we pay more for mailing stuff to Canada from the Canadian postal service. \n\nWe learned not to mail stuff to Canada. We are ok now living with that limitation.
Commenter urges boycott of Canadian goods while making unverified claims about Canadian society and trade imbalances, framing Canada negatively in identity terms.
@andykaufman7620
Mar 4, 2025
Republicans prioritized tax cuts to benefit the WEALTHY 4.5 trillion in tax break for billionaires and millionaires.Republicans 11 RECESSIONS IN MODERN era 10 HAVE BEGUN under Republicans Presidents since the early 80s Midterms Election 2026 …
Republicans prioritized tax cuts to benefit the WEALTHY 4.5 trillion in tax break for billionaires and millionaires.Republicans 11 RECESSIONS IN MODERN era 10 HAVE BEGUN under Republicans Presidents since the early 80s Midterms Election 2026 please vote for Democrats Congress Senate and House save America from dictatorship ??️?
Primarily urges voting for Democrats with specific claims about Republican recessions and tax cuts; the factual assertions lack evidence but the dominant intent is mobilizing action.
@rakialogan3372
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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