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
WE NEED ICE ASAP
WE NEED ICE ASAP
Urgent demand for ICE (Immigration and Customs Enforcement) action, expressing security/threat concerns.
@blaze1420666
Feb 19, 2026
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
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
It has to change. These are issues that can be addresses right away.
It has to change. These are issues that can be addresses right away.
Urges immediate policy change while implying specific issues need addressing, combining critique with a call for action.
isabelgomes7246
Feb 27, 2026
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
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
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
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
Build a wall!
Build a wall!
Calls for border wall construction as a policy solution, implying security/containment concerns.
clarkythekillerboom3316
Jan 5, 2026
Stay safe Tyler. You’ve been on a heater lately bro. Keep exposing these sub human scum
Stay safe Tyler. You’ve been on a heater lately bro. Keep exposing these sub human scum
Encourages the creator to continue 'exposing' while using dehumanizing language, combining support with inflammatory rhetoric.
WillNelson-u7p
Jan 27, 2026
5:40 this guy should be president
5:40 this guy should be president
Expresses support for a person and suggests they should hold political office, implying endorsement for leadership.
Call to Action
0.75
motokev2727
Jan 27, 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
You should tell the world economic forum they same asshole
You should tell the world economic forum they same asshole
Urges the speaker to take action by addressing the World Economic Forum with criticism.
Call to Action
0.75
@kevinmacdonald3175
Mar 4, 2025
Massive Deportation Button ———>
Massive Deportation Button ———>
Implies urgent action needed (deportation) framed as a solution to an implied threat.
SlightlyUnhingedd
Jan 27, 2026
1000% tariffs on Tesla!
1000% tariffs on Tesla!
Advocates for extreme tariff action against Tesla as a specific policy response, combining economic argument with call to action.
@bradmacoz
Mar 4, 2025
STOP FENTANYL
STOP FENTANYL
Imperative statement addressing drug trafficking concerns, functioning as a demand for action on a security threat.
@robertcaldwell7918
Mar 4, 2025
And what are we going to do about it Brian?
And what are we going to do about it Brian?
Rhetorical question urging action or response to the immigration situation discussed.
Call to Action
0.75
markmillward9733
Feb 27, 2026
Keep talking out of your ass you are not dealing with the Democrats you are going to start something that you cannot finish and anybody who is against America can leave with the immigrants you …
Keep talking out of your ass you are not dealing with the Democrats you are going to start something that you cannot finish and anybody who is against America can leave with the immigrants you are going to regret going against Trump good luck buddy
Commenter urges action against perceived enemies ('anybody who is against America can leave') while framing immigration as a threat to national identity.
@Godzilla_2005
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)