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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Solidarity
4,947 comments
The American people hear you! We know exactly to where to pin blame. ??one more thing! This will go over big at his State of the Union speech.
The American people hear you! We know exactly to where to pin blame. ??one more thing! This will go over big at his State of the Union speech.
Expresses alignment with Canada's position and solidarity with Americans who share this view, with implicit call to hold leadership accountable.
@VickieJohnson-il8qi
Mar 4, 2025
Good on you kicking Trump right up the ass Trump is a wolf ? in sheep's clothing ?
Good on you kicking Trump right up the ass Trump is a wolf ? in sheep's clothing ?
Expresses support and approval for the speaker's criticism of Trump, with humorous tone.
@GerardHanna-y6l
Mar 4, 2025
Sorry for Trump, Trump is idiot!
Sorry for Trump, Trump is idiot!
Apologizes on behalf of Americans and expresses criticism of Trump, showing empathy across borders.
@viktorbihar4414
Mar 4, 2025
ANZACs are with you Canada.. ?
ANZACs are with you Canada.. ?
Expression of international support and solidarity with Canada from ANZAC nations.
Solidarity
0.75
@jom4752
Mar 4, 2025
People think they could learn and benefit a lot from us in modern times; but I believe we could learn and benefit way more from them being exactly as they are.
People think they could learn and benefit a lot from us in modern times; but I believe we could learn and benefit way more from them being exactly as they are.
Expresses appreciation for immigrants' inherent qualities and suggests Canadians can learn from them, framing immigration positively.
@jessleilani8234
Mar 5, 2025
Love to Canada. The Yankees can go to hell with their Israeli friends.
Love to Canada. The Yankees can go to hell with their Israeli friends.
Expresses support for Canada while using divisive us-vs-them framing against other nations and groups.
@gchelem
Mar 4, 2025
My Trudeau is a well respected World Leader. Thank you for standing up!!
My Trudeau is a well respected World Leader. Thank you for standing up!!
Expresses support and appreciation for the political leader's stance and actions.
Solidarity
0.75
@mariajojivillaseca9738
Mar 4, 2025
we want this!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
we want this!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
Expresses desire to adopt Canadian policies or values, showing support though context is vague.
Solidarity
0.75
@fireprotection13
Mar 4, 2025
Americans dont want this either....we do not understand why NO one in office will help us. TRUMP IS A DICTATOR
Americans dont want this either....we do not understand why NO one in office will help us. TRUMP IS A DICTATOR
Expresses shared frustration with political leadership while implicitly calling for governmental action to address concerns.
@exposinginsanity
Mar 4, 2025
From the US here Good job I am glad. Tell that idiot and the us citizens what a liar Trump really is. He didn't want the presidency. He only wanted to stay out of jail. …
From the US here Good job I am glad. Tell that idiot and the us citizens what a liar Trump really is. He didn't want the presidency. He only wanted to stay out of jail. I truly beleive this. So he letting Elon run the presidents office. A total bunch of idiots. They have fired 1000s of us government workers. I really don't think he is smart person Justin. I'm from ky. And I can garentee ypu it has nothing to do about drugs. Stick it to the sorry idiots. Again good job Justin.
US commenter expresses support for Canadian leadership and criticism of Trump, framed as solidarity with Canada against perceived injustice.
@dolagustin2811
Mar 4, 2025
Strong Speech. \nHopefully trump, that mental fish, will understand this clear and wellspoken language.
Strong Speech. \nHopefully trump, that mental fish, will understand this clear and wellspoken language.
Commenter praises the speech as strong and well-spoken, expressing support while making a dismissive reference to Trump.
@cosslog
Mar 4, 2025
Well done, what else could the Canadians do?. Dump Trump now
Well done, what else could the Canadians do?. Dump Trump now
Expresses approval and support for Canadian action while calling for removal of a political figure.
@pp2021
Mar 4, 2025
Stand with Canada ?? no matter what
Stand with Canada ?? no matter what
Simple statement of unconditional support and solidarity with Canada.
@Roberto50-c
Mar 4, 2025
Ty for fighting back TB. I do not support trump. He is ruining our country.
Ty for fighting back TB. I do not support trump. He is ruining our country.
Expresses personal support for Trudeau's resistance to Trump, combining solidarity with first-person stance.
@micheleprice4292
Mar 4, 2025
Even a broken clock is right twice a day. I'm with Trudeau on this one
Even a broken clock is right twice a day. I'm with Trudeau on this one
Expression of support for Trudeau's position using a colloquial phrase.
Solidarity
0.75
@a7xskateboarding
Mar 4, 2025
I just LOVE Trudeau's sarcasm !!\nThank you Trudeau.\nHopefully this hands-on experience actually permeates the Dump's thick skull.
I just LOVE Trudeau's sarcasm !!\nThank you Trudeau.\nHopefully this hands-on experience actually permeates the Dump's thick skull.
Expresses support for Trudeau's stance with sarcastic appreciation, combining solidarity with political figures and light satirical tone.
@SarahRoseStiles
Mar 4, 2025
Thanks, Justin, for rubbing it in to those of us that didn’t vote for Trump, including me, that our current administration is doing this to us. ????
Thanks, Justin, for rubbing it in to those of us that didn’t vote for Trump, including me, that our current administration is doing this to us. ????
American thanking Trudeau with ironic/sarcastic tone, expressing solidarity while critiquing their own administration.
@TyannaC33
Mar 4, 2025
THIS guy could make America great again. Go Canada!
THIS guy could make America great again. Go Canada!
Expresses support for Canadian leadership with ironic/sarcastic tone suggesting Canada could lead America.
@Fin-h1j
Mar 4, 2025
all this has done is elevate justin trudeau to a world class leader thats deeply respected in the eyes of canadians ??
all this has done is elevate justin trudeau to a world class leader thats deeply respected in the eyes of canadians ??
Expresses support for Trudeau while asserting Canadian identity and respect for his leadership.
@endoritoo
Mar 4, 2025
Am much as it will hurt us Americans. I want Canada's to know I am fully with you guys. I got my generator ready as I know what's coming next. May we all weather this …
Am much as it will hurt us Americans. I want Canada's to know I am fully with you guys. I got my generator ready as I know what's coming next. May we all weather this horrible storm and come out stronger. Hopefully, the Americans who believe in a con man and his cronies finally wake up and rid us of them all. If they do, I'm certain America will not fall for this kind of man for at least another 50 years. Sometimes, people don't realize what they have until it's gone.
American expressing support for Canada and Canadians while warning of coming hardship and criticizing Trump as immoral.
@donnacaggiano4207
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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