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
ICE baby ICE in Canada is necessary!!
ICE baby ICE in Canada is necessary!!
Cryptic call for 'ICE in Canada' (likely referencing immigration enforcement), urging action on immigration control.
Call to Action
0.70
MamaGenliftsheavy
Dec 2, 2025
time to bring I.C.E. to Canada yes
time to bring I.C.E. to Canada yes
References ICE (Immigration and Customs Enforcement) as a call to implement similar enforcement in Canada, combining threat rhetoric with advocacy for action.
FrankDiscussion-y1o
Feb 4, 2026
It doesn’t make sense not my President invoke amendment 25 ?
It doesn’t make sense not my President invoke amendment 25 ?
Calls for invocation of constitutional amendment (25th) against current president, framed as policy action.
@georgettewatkins4454
Mar 4, 2025
Americans stop using Ukraine for your puppet war stop the war its not about pleasing Putin its about stopping a war that will lead to ww3 fk your pride stop the war yes Trump is …
Americans stop using Ukraine for your puppet war stop the war its not about pleasing Putin its about stopping a war that will lead to ww3 fk your pride stop the war yes Trump is trash he only think about americans thats why he suck
Urges Americans to stop a war and criticizes Trump, combining moral appeals about preventing conflict with demands for action.
@badstrangersl
Mar 4, 2025
Canada sell your products to others countries. Stop complaining and do something about it.
Canada sell your products to others countries. Stop complaining and do something about it.
Urges Canada to take action (sell to other countries, stop complaining) rather than accept current policy approach.
@JimC-c1e
Mar 4, 2025
this puppet should be kicked out already...
this puppet should be kicked out already...
Calls for removal of a political leader (likely Trudeau), using dehumanizing language ('puppet').
@alr2157
Mar 4, 2025
Canada needs Trump
Canada needs Trump
Comment advocates for a political figure (Trump) as a solution, implying action/support for a particular political approach.
LOL_NationTV
Jan 27, 2026
Let's see until when Fox news, influencers,politics and Trump supporters will keep dancing with the devil, and not understanding what Trump is truly about
Let's see until when Fox news, influencers,politics and Trump supporters will keep dancing with the devil, and not understanding what Trump is truly about
Urges others to recognize Trump's true nature and stop supporting him, framed as a moral awakening.
@thunderbirdmcfly8657
Mar 4, 2025
Come on America stand up show this fool what you think of him trump must go
Come on America stand up show this fool what you think of him trump must go
Calls on Americans to oppose Trump and Trudeau, framing as us-vs-them with action-oriented language.
@zazee6480
Mar 4, 2025
When all these displays of incompetence begin to hit the wallets of those in MAGA World, what then?
When all these displays of incompetence begin to hit the wallets of those in MAGA World, what then?
Rhetorically questions what will happen when Trump supporters experience economic consequences, implicitly urging reconsideration of political allegiance.
@JamesPatrickCamachoDeleonGuerr
Mar 4, 2025
We should bring back the galantine, and put Trump under it for treason
We should bring back the galantine, and put Trump under it for treason
Calls for extreme action (execution) against Trump framed as justice for treason.
@Jlin0012
Mar 4, 2025
Time to take care of Americans. That's the bottom line cause donold trump said so ?
Time to take care of Americans. That's the bottom line cause donold trump said so ?
Urges prioritizing Americans over immigrants, with nationalist framing and reference to Trump as authority figure.
@ViralEchoesInc
Mar 4, 2025
Heavenly Father,\n\nProtect President Trump, Elon Musk and his DOGE team as they root out corruption and theft in the United States. Two attributes of the enemy, and not of God. We seen your amazing protective …
Heavenly Father,\n\nProtect President Trump, Elon Musk and his DOGE team as they root out corruption and theft in the United States. Two attributes of the enemy, and not of God. We seen your amazing protective power in Pennsylvania in November with only a graze of the ear. We don't see what the Heavenly Realm sees. So no doubt there were Angels standing all around the President that day. We thank you for that. Keep this momentum going so it will not tire when we have our election here in Canada ??. \n\nWe ask this through your Son, Jesus Christ.\n\nAmen & Amen ??✝️☝️
Religious prayer expressing support for Trump and Musk while urging momentum for Canadian elections, combining spiritual solidarity with political mobilization.
@voiseymech
Mar 4, 2025
Trudeau you’re finished bye bye
Trudeau you’re finished bye bye
Dismissive statement urging departure of political figure, functioning as a call for political change.
Call to Action
0.70
@julietcopeland5230
Mar 5, 2025
Go to Alberta please
Go to Alberta please
Urges the creator to visit Alberta, likely to document immigration issues there.
Call to Action
0.70
gaspasser
Jan 27, 2026
Trump DON'T mess with our allies! Please, please don't!!!
Trump DON'T mess with our allies! Please, please don't!!!
Direct plea to Trump not to damage allied relationships, combining urgent appeal with underlying concern about threat to alliances.
@barbararackley6746
Mar 4, 2025
Cut off the power. End of story.
Cut off the power. End of story.
Cryptic directive to 'cut off the power' presented as a definitive solution, functioning as an implicit call to action.
Call to Action
0.70
@augurseer
Mar 4, 2025
Who cares . Don't care. No need to prepare. A lot of beautiful places in Canada for visiting.
Who cares . Don't care. No need to prepare.
A lot of beautiful places in Canada for visiting.
Dismisses the topic and recommends visiting Canadian destinations instead as an alternative.
Call to Action
0.70
DuaLiu-cu2wc
Dec 10, 2025
...What's it going to take to impeach Trump and get rid of him and the Electric Swasticar guy ?...
...What's it going to take to impeach Trump and get rid of him and the Electric Swasticar guy ?...
Calls for impeachment of Trump and removal of another figure, with sarcastic/mocking tone ('Electric Swasticar guy').
@WillardTrafton-v4l
Mar 4, 2025
I hope so,ething leams fro republicans in whitehouse about tryi g to take down liveral democracies and impeach the orange wrecking ball
I hope so,ething leams fro republicans in whitehouse about tryi g to take down liveral democracies and impeach the orange wrecking ball
Expresses hope that Republicans will learn from their actions, implicitly urging political change and accountability regarding threats to democracies.
@joycecaruth1645
Mar 5, 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)