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
Pierre Poilievre for PRIME MINISTER ❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤
Pierre Poilievre for PRIME MINISTER ❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤❤
Expresses support for a political candidate with repeated heart emojis, functioning as a call to vote or mobilize support.
@Shamuddy
Mar 4, 2025
Clean the country, deport this !!!!
Clean the country, deport this !!!!
Urges mass deportation as a solution, framed as 'cleaning the country,' combining action-oriented language with threat framing.
kayle_N
Oct 2, 2025
Ya'll should've voted for kamala but you all wanted this in a landslide
Ya'll should've voted for kamala but you all wanted this in a landslide
Criticizes voting choices and implicitly urges different political behavior, framed as a moral failing.
@rhamsesacosta4745
Mar 5, 2025
Well said from the UK ???????? Time to move on without them if that’s the way they are going
Well said from the UK ???????? Time to move on without them if that’s the way they are going
Urges moving forward without the US while expressing national solidarity, combining identity assertion with action-oriented language.
@sentinel8617
Mar 4, 2025
It seems like Trump is trying to destroy the US for Putin \nCanada many Citizens in the EU stand with you and boycott American goods! There is even an Danish APP made that helps NOT …
It seems like Trump is trying to destroy the US for Putin
\nCanada many Citizens in the EU stand with you and boycott American goods! There is even an Danish APP made that helps NOT to choose goods from America, when we shop in EU.
\nThe only thing Trump understands is the power of money
Calls for boycott of American goods and international solidarity, framed within geopolitical threat narrative about Trump and Putin.
@lbot1004
Mar 4, 2025
In this case, they should be all DEPORTED.......
In this case, they should be all DEPORTED.......
Demands deportation action in response to perceived immigration violations, expressing threat/danger framing.
stevem7508
Sep 29, 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
Time for Trump IMPEACHMENT!! Our Congressmen must ACT immediately!!
Time for Trump IMPEACHMENT!! Our Congressmen must ACT immediately!!
Urges immediate congressional action (call_to_action) but the impeachment claim appears unsubstantiated in the immigration context (unverified_claim).
@Kate-qb5cj
Mar 4, 2025
Drop the USD as the global reserve currency and trade in EUROS. This move will not allow USA to print USD non stop with out devaluing the USD
Drop the USD as the global reserve currency and trade in EUROS. This move will not allow USA to print USD non stop with out devaluing the USD
Proposes a specific action (switching to EUROS) to counter US economic dominance, framed as economic strategy and policy recommendation.
@artempopov3913
Mar 5, 2025
Trudeau just get out of there and let o’Leary take over ????????????????????
Trudeau just get out of there and let o’Leary take over ????????????????????
Urges Trudeau to step down and replace him with O'Leary, framed as a direct action demand.
@georgemurphy9910
Mar 4, 2025
MAGA!!! Bye bye Trudeau, you’re done!
MAGA!!! Bye bye Trudeau, you’re done!
Uses political slogan (MAGA) and urges removal of Trudeau, functioning as a call to political action.
@gunsandpoker7432
Mar 4, 2025
Who cares never go back to USA even again
Who cares never go back to USA even again
Expresses dismissal and urges others not to return to the USA.
Call to Action
0.75
duncanmacpherson1355
Dec 10, 2025
Cut off the electricity Doug!!
Cut off the electricity Doug!!
Urges a specific action (cutting electricity) directed at a political figure, though cryptic in intent.
Call to Action
0.75
@ChristinaClarke-c7w
Mar 4, 2025
Dr Mr Trump, Americans want a good relationship with Canada. Not Russia. Please think about what your doing. Every move of yours doesnt need to be radically bold and outlandish.
Dr Mr Trump, Americans want a good relationship with Canada. Not Russia. Please think about what your doing. Every move of yours doesnt need to be radically bold and outlandish.
Direct appeal to Trump to reconsider his approach and prioritize US-Canada relations over radical actions.
@robertcummings4083
Mar 5, 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
Go back home please and thank you.
Go back home please and thank you.
Direct demand for immigrants to leave the country, functioning as a call to action against immigration.
Call to Action
0.75
Pasta705
Sep 19, 2025
I will not buy anything from the states ever again. Even if the trade war ens, you can thank the guy you voted for, I do feel very bad for the citizens who didn't vote …
I will not buy anything from the states ever again. Even if the trade war ens, you can thank the guy you voted for, I do feel very bad for the citizens who didn't vote for him, those people I will support
Declares a personal boycott action and urges differentiation between voters and non-voters based on moral responsibility for political outcomes.
@sweetpeaGraff
Mar 4, 2025
Might be time to impeach trump already; before he suspends the God ordained Constitution; trump appears to be a liar and traitor: where is the golden age?; what the hell is maga?; need i go …
Might be time to impeach trump already; before he suspends the God ordained Constitution; trump appears to be a liar and traitor: where is the golden age?; what the hell is maga?; need i go on about felony convictions; is everybody afraid of trump? God help us if he abandons Israel in lieu of more power and useless wealth.
Calls for Trump's impeachment while making moral arguments about constitutional violations, dishonesty, and betrayal of principles.
@jeffgray9943
Mar 4, 2025
TRUMP 2029!!! YOU GUYS DID THIS TO YOURSELVES!!
TRUMP 2029!!! YOU GUYS DID THIS TO YOURSELVES!!
Enthusiastic political endorsement with blame-assignment framing, urging support for a candidate.
@4runnerManco
Mar 4, 2025
No one is willing to stand up to Trump in the United States. He has surrounded himself with yes men who pander to his every whim. How can we let this destruction go on for …
No one is willing to stand up to Trump in the United States. He has surrounded himself with yes men who pander to his every whim. How can we let this destruction go on for another four years!?
Expresses alarm about political situation and implicitly calls for resistance or action against perceived destruction.
@PatS-h4r
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)