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
Arrest Trump and Elon,!!!!!!
Arrest Trump and Elon,!!!!!!
Demands arrest of political figures, combining call-to-action with underlying threat/conflict framing.
@janetrosenow2595
Mar 4, 2025
I thought he was stepping down. We need an election today
I thought he was stepping down. We need an election today
Expresses desire for immediate political action (election) while questioning Trudeau's resignation status.
@andrewveltri7248
Mar 4, 2025
The truly sad thing is, we've sat through this dumbass movie before and so we already know it doesn't end well. My question is, why the hell are we watching it again??!! Republican party should …
The truly sad thing is, we've sat through this dumbass movie before and so we already know it doesn't end well. My question is, why the hell are we watching it again??!! Republican party should not be allowed to vote again ever.
Expresses frustration with political cycles and calls for exclusionary action against Republicans, combining policy criticism with a demand for political consequences.
@larpsim
Mar 4, 2025
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
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
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
I’m about to go on truth social and tell trump thanks
I’m about to go on truth social and tell trump thanks
Commenter is announcing intention to take action (post on social media) in response to content.
Call to Action
0.75
@blackchild5084
Mar 4, 2025
Canada, Mexico, The US West Coast and the US NE should form it's own alliance and country.
Canada, Mexico, The US West Coast and the US NE should form it's own alliance and country.
Proposes a geopolitical reorganization and alliance formation, urging specific regions to unite into a new political entity.
@Husky1378x
Mar 4, 2025
Canada should join EU.
Canada should join EU.
Proposes Canada join the EU, framing it as a policy recommendation or geopolitical realignment suggestion.
@RG-cc3lq
Mar 4, 2025
Impeach Trump!\nHe is a traitor!
Impeach Trump!\nHe is a traitor!
Calls for impeachment while making a moral accusation of treason, combining action-oriented demand with ethical judgment.
@heatherhumphrey3222
Mar 4, 2025
When was the last time Trump said 'thank you' for the electricity? Shut it down!
When was the last time Trump said 'thank you' for the electricity? Shut it down!
Urges Canada to shut down electricity exports to the US as a retaliatory action against Trump.
@fernandofernandes9508
Mar 4, 2025
I want to have Trump Vance and Elon deported to Russia!!
I want to have Trump Vance and Elon deported to Russia!!
Expresses desire for deportation of political figures; likely satirical but functions as a call for action against perceived adversaries.
@Solitarywtch
Mar 4, 2025
Please USA we hate this guy
Please USA we hate this guy
Appeals to Americans to reject Trump, framing it as a plea from those who oppose him.
@jeanlouisplano3141
Mar 4, 2025
US should be isolated after Trump did with UA
US should be isolated after Trump did with UA
Advocates for isolating the US as a punitive measure in response to Trump's Ukraine policy, framed as a moral consequence.
@AmeltonGsairus
Mar 4, 2025
All talk no action—get a shovel and get to work people
All talk no action—get a shovel and get to work people
Urges people to move from rhetoric to concrete action ('get a shovel and get to work').
Call to Action
0.75
@ziruk-king4466
Mar 4, 2025
tres simple: suspendre les droist de rpopriete intellecteulle de tous les rpoduits americains simulatnement en Europe et au Canada
tres simple: suspendre les droist de rpopriete intellecteulle de tous les rpoduits americains simulatnement en Europe et au Canada
Proposal for coordinated action (suspending intellectual property rights) across Europe and Canada in response to US policy.
Call to Action
0.75
@patricknicolle1999
Mar 4, 2025
May DRAKE charge all Americans double for his content
May DRAKE charge all Americans double for his content
Urging Drake to take economic action (charge Americans double) as a form of retaliation.
Call to Action
0.75
@RayzeR87
Mar 4, 2025
Talk to trump. I VOTED FOR THE BLACK WOMAN
Talk to trump. I VOTED FOR THE BLACK WOMAN
Urges engagement with Trump while asserting support for a specific political candidate, mixing action-oriented language with identity positioning.
@jasonnellis3566
Mar 4, 2025
Carry on MR. PRESIDENT. With God speed.
Carry on MR. PRESIDENT. With God speed.
Urges continued support and action ('Carry on') toward a political figure with religious invocation for momentum.
Call to Action
0.75
@charlenajean1401
Mar 4, 2025
He should be the US PRESIDENT
He should be the US PRESIDENT
Advocates for a specific political outcome (making someone US president), implicitly urging support.
@giacomotognoni9865
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)