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
Send this to the Donald war with Canada is going to happen.
Send this to the Donald war with Canada is going to happen.
Appears to reference a political figure and suggests escalation to conflict, combining alarmism with a call to action.
jimplimkin4026
Jan 28, 2026
Their are some People that voted for Trump that are finally waking up to the reality of the situation I'm keeping my faith that we will over come all this chaos in our country and …
Their are some People that voted for Trump that are finally waking up to the reality of the situation I'm keeping my faith that we will over come all this chaos in our country and can get rid of Donald Trump and Elon Musk for good
Expresses hope for political change and implicitly calls for removal of Trump and Musk, framed as moral necessity.
@cindyfedack317
Mar 4, 2025
Quick, everyone check your 401k balance and decide if you're still happy with your vote last November
Quick, everyone check your 401k balance and decide if you're still happy with your vote last November
Urges readers to check financial portfolios and reconsider their voting decision, linking economic consequences to political choice.
@westhavenor9513
Mar 4, 2025
Canada needs its own ice. And hold past political figures accountable for the death of Canada.
Canada needs its own ice. And hold past political figures accountable for the death of Canada.
Calls for creating Canadian enforcement agency and holding politicians accountable, framed around existential threat to Canada.
jibjabhamers8177
Feb 18, 2026
We All Need To Unite As One Work Together And Go Back At Trump trudope carney singh arrest them and world gets better 😅😅
We All Need To Unite As One Work Together And Go Back At Trump trudope carney singh arrest them and world gets better 😅😅
Calls for unity and arrest of named political figures, combining vague populist messaging with unsubstantiated accusations.
@RicoMartin-x4y
Feb 20, 2026
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
Do brampton next.
Do brampton next.
Brief directive requesting investigation or action on another location (Brampton), implying similar concerns elsewhere.
Call to Action
0.70
Supernova12034
Feb 18, 2026
Trump isn't smart. He is a criminal. Thanks for stroking Trumps ego. Can you guys arrest our President because no one has ball over here to do it? He's broken our US Constitution.
Trump isn't smart. He is a criminal. Thanks for stroking Trumps ego. Can you guys arrest our President because no one has ball over here to do it? He's broken our US Constitution.
Calls for arrest of the President for constitutional violations, urging action while criticizing Trump's character and competence.
@beeg693
Mar 4, 2025
BOYCOTT TESLA
BOYCOTT TESLA
Urges boycott action, though appears off-topic and potentially spam-like given lack of context.
@gilbertoarizona305
Mar 4, 2025
Living in mtl... pls bust these mfers out !
Living in mtl... pls bust these mfers out !
Urges action ('bust these mfers out') with implied threat/removal language directed at a group in Montreal.
trxash3039
Jan 27, 2026
Don’t let him scare us let the trade war begin
Don’t let him scare us let the trade war begin
Urges resistance to intimidation and expresses willingness to engage in trade conflict.
@drakedunning3018
Mar 4, 2025
Sorry I mean resign again\nAgneta with friends in EU sweden
Sorry I mean resign again\nAgneta with friends in EU sweden
Fragmented comment calling for resignation while referencing EU connections, appears to be policy critique with action demand.
@Agnetha-z2d
Mar 4, 2025
Tyler come to Niagara Falls
Tyler come to Niagara Falls
A direct invitation or suggestion for someone named Tyler to visit a specific location.
Call to Action
0.70
Theaibandit
Jan 27, 2026
😭 what is wrong with some Canadians ? wake up. I think it's time to let the young people vote and the old people should sit it out, no offense.
😭 what is wrong with some Canadians ? wake up.
I think it's time to let the young people vote and the old people should sit it out, no offense.
Urges generational change in voting patterns while expressing concern about national direction, with implicit identity-based framing.
Alleykat1313
Feb 17, 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
Do Texas next
Do Texas next
Viewer is requesting the creator produce similar content about Texas, urging a specific action.
Call to Action
0.70
Lowvibzz
Jan 28, 2026
Canada needs ICE urgently.
Canada needs ICE urgently.
Advocates for ICE (likely Immigration and Customs Enforcement), framed as an urgent policy need, combining critique with implicit call for action.
BasedMisatoSpeaks1488
Jan 27, 2026
then leave.
then leave.
A terse directive urging departure, likely directed at immigrants or those supporting immigration.
Call to Action
0.70
tankian8829
Sep 19, 2025
Just hang on, he only got 4 yrs.
Just hang on, he only got 4 yrs.
Encourages patience/endurance through Trump's term, implicitly urging resilience as a form of resistance.
@tianenhsu9139
Mar 4, 2025
100% tariff against Tesla
100% tariff against Tesla
Appears to be advocating for or demanding a specific tariff policy action, though context is minimal.
Call to Action
0.70
@lrod2470
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)