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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Call to Action
2,768 comments
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
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
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
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
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
Bring him here. We need a leader like him
Bring him here. We need a leader like him
Urges bringing in a leader while implicitly asserting national preference, mixing advocacy with identity-based framing.
@Ronnie-d3s
Mar 4, 2025
America needs those who voted for Trump to storm the White House or capital and decommission Trump.
America needs those who voted for Trump to storm the White House or capital and decommission Trump.
Urges violent political action (storming government buildings) framed as necessary response to perceived threat.
@toddb930
Mar 4, 2025
The people of the World need to get this crazy man aka Donald Trump out of office & into a Padded cell.
The people of the World need to get this crazy man aka Donald Trump out of office & into a Padded cell.
Urges removal of a political figure from office, framed as a call to action with identity-based framing (us vs. Trump).
@BlackLung911
Mar 4, 2025
Send them back enough is enough
Send them back enough is enough
Imperative statement urging deportation of immigrants, combining demand for action with implicit threat/anxiety framing.
justicewarrior9166
Jan 5, 2026
About time you had a food school program that was permanent the hells wrong with you - willy 0
About time you had a food school program that was permanent the hells wrong with you - willy 0
Demands permanent food school programs while criticizing government inaction, with a signature suggesting direct address.
RunningOutofideas-y5q
Jan 11, 2026
I hope you reported those guys
I hope you reported those guys
Urges the commenter or others to report illegal activity, though context is unclear.
Call to Action
0.75
modestoca25
Jan 27, 2026
I live in New York Governor Houchl is charging Congestion prices 9 Dollars to enter south of 60 street Mr Prime monster please tell the governor of New York who shares the border with you …
I live in New York Governor Houchl is charging Congestion prices 9 Dollars to enter south of 60 street Mr Prime monster please tell the governor of New York who shares the border with you to stop this congestion prices it's a scam
Urges the Canadian Prime Minister to intervene with New York's congestion pricing policy, framing it as a scam.
@jimmyk127
Mar 4, 2025
We should all of us around the world , Canada Mexico Eu China ect boycott all together USA at once Till the Tangerine Tyran felt humiliated as Zelinsky was On that day , and please …
We should all of us around the world , Canada Mexico Eu China ect boycott all together USA at once Till the Tangerine Tyran felt humiliated as Zelinsky was On that day , and please You MAGA fashists keep Your red stupid caps when you cross your border , We will treat you as you deserve as Trump treat the rest of the World , And for the others Artists , Humanists numerous good Americans come to EU or Canada whe have free healtcare that works way better that in Us , good food , culture and cool unarmed peaple to hang with . Your welcome and we know how terrible is fashisme America Rebel You !!!
Calls for international boycott of USA and invites Americans to emigrate to Canada/EU, comparing systems and expressing anti-Trump sentiment.
@gorkaparaiso4232
Mar 4, 2025
When is that Turd going to disappear…. wasn’t he ousted … why is allowed to continue!?
When is that Turd going to disappear…. wasn’t he ousted … why is allowed to continue!?
Questions why Trudeau remains in office and implicitly calls for his removal, expressing frustration with his continued leadership.
@Leowavekid
Mar 4, 2025
Stay tuned. The revolution will be televised.
Stay tuned. The revolution will be televised.
Cryptic call to mobilize or prepare for social upheaval, combining revolutionary rhetoric with implicit threat framing.
@billwalker2573
Mar 4, 2025
He's talking to everyone who voted for Trump. And we respond with the middle finger. Make America great again. Kiss my ?
He's talking to everyone who voted for Trump. And we respond with the middle finger. Make America great again. Kiss my ?
Addresses Trump supporters with defiant gesture and rallying cry, urging solidarity and political mobilization.
@AmandaPanda-nq1do
Mar 4, 2025
Cut the power. Our relationship with the US has run its course. It’s gonna be rough for a while but it is anyways. We can’t bend the knee to the US dictatorship they are building.
Cut the power. Our relationship with the US has run its course. It’s gonna be rough for a while but it is anyways. We can’t bend the knee to the US dictatorship they are building.
Urges Canada to sever ties with the US, framed as resistance to perceived authoritarianism.
@tristanleger7446
Mar 4, 2025
I think it would be great if all news media boycotted the frump Congress speech tonight... There won't be anything factual anyway....and maybe it will upset the 5th grader..
I think it would be great if all news media boycotted the frump Congress speech tonight... There won't be anything factual anyway....and maybe it will upset the 5th grader..
Urges media boycott of a political speech while criticizing its factual basis and the target politician.
@greenleaf2233
Mar 4, 2025
Buy e Canadian buy anything but American 🇨🇦🫡🪖
Buy e Canadian buy anything but American 🇨🇦🫡🪖
Urges buying Canadian products with nationalist framing, combining consumer activism with identity assertion.
jarrettbobbett5230
Jan 4, 2026
Canada needs to get rid of their politicians and put the bike guy in charge for a few years.
Canada needs to get rid of their politicians and put the bike guy in charge for a few years.
Calls for replacing current politicians with an alternative leader, combining political critique with a demand for action.
robd003
Jan 27, 2026
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)