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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Identity Assertion
5,512 comments
trudeau speaks to us citizens with words most of trump voters can't even understand.
trudeau speaks to us citizens with words most of trump voters can't even understand.
Assertion of intellectual/cultural superiority of Trudeau and Canadians over Trump voters, using us-vs-them framing.
@Arkansya
Mar 4, 2025
It’s time for a 51st state
It’s time for a 51st state
Provocative assertion about Canadian-US political integration that challenges national sovereignty and identity.
@chillbillyhill
Mar 4, 2025
Nobody takes anything the proud male feminist says or does seriously. He is a liar and a coward
Nobody takes anything the proud male feminist says or does seriously. He is a liar and a coward
Uses identity-based dismissal and character attack to delegitimize a political figure's credibility.
Identity Assertion
0.80
@dirtbagzrus
Mar 4, 2025
Trumps administration has decided to Put the American people first the ones who where FORCED to work there asses off week on and on just to get the crap end of the check all cause …
Trumps administration has decided to Put the American people first the ones who where FORCED to work there asses off week on and on just to get the crap end of the check all cause this country and that country wanna fight and NOW THE US HAS THERE TRUE LEADER BACK AND SAYS NO MORE. YALL wanna find shit to complain about kiss my grits. USA USA USA USA ?? ? THANK YOU TRUMP GOD BLESS AMERICA AND DONALD J TRUMP. That’s my president!!! ?
Strong us-vs-them framing ('YALL wanna find shit to complain') with nationalist identity assertion and support for Trump.
@EvilRiqq
Mar 4, 2025
Great leadership. He clearly said what he means and we mean what he said.
Great leadership. He clearly said what he means and we mean what he said.
Expresses support and alignment with Trump's leadership, asserting political identity and belonging.
Identity Assertion
0.80
@Robin123456clark
Mar 4, 2025
As a Canadian I can tell you all that we’re livid. The relationship between our two nations will never be the same.\n\n27% of Canadians now view America as an enemy and threat to our security, …
As a Canadian I can tell you all that we’re livid. The relationship between our two nations will never be the same.\n\n27% of Canadians now view America as an enemy and threat to our security, not an ally.
Asserts Canadian identity and grievance while citing a specific statistic (27%) without source verification.
@Jlb9152
Mar 4, 2025
Today, I am deeply, deeply embarrassed to be an American. Trump is a clown -- the terrifying kind.
Today, I am deeply, deeply embarrassed to be an American. Trump is a clown -- the terrifying kind.
American expressing shame about national identity and Trump, positioning themselves as separate from problematic leadership.
@carleby4064
Mar 4, 2025
If your an American Patriot, I am sure you are on the side of our President, not the side of a Foreign Leader...
If your an American Patriot, I am sure you are on the side of our President, not the side of a Foreign Leader...
Frames patriotic loyalty as requiring alignment with the U.S. President over foreign leaders, using us-vs-them framing.
Identity Assertion
0.80
@davidpetri4502
Mar 4, 2025
Trudeau is a \nSmart and honorable man !\nCanada is well represented in the world!
Trudeau is a \nSmart and honorable man !\nCanada is well represented in the world!
Asserts positive national identity and pride in Canada's representation, praising leadership as embodying national values.
@morgan2800-n5w
Mar 4, 2025
Alabamian in Tennessee we true Americans will never bow to a dictator or a wannabe dictator \nEVER!!!!
Alabamian in Tennessee we true Americans will never bow to a dictator or a wannabe dictator \nEVER!!!!
Strong assertion of American identity and resistance to authoritarianism, framing national values against perceived threats.
@CMCwtf
Mar 4, 2025
I stand with my President!!!!!! I have pride and love my country and have served my country as a military soldier and as a nurse! I have a clean record and no kids non marital!! …
I stand with my President!!!!!! I have pride and love my country and have served my country as a military soldier and as a nurse! I have a clean record and no kids non marital!! I’m not getting gov assistance and I have lived a non victim life! President trump I pray for you as a real believer and outstanding citizen!
Asserts strong national pride and identity as an American, emphasizing personal credentials and values while supporting Trump.
@pleasuredgirl717
Mar 4, 2025
a clown whos country has been leeching off america for years wants special treatment womp womp get over it and know ur place
a clown whos country has been leeching off america for years wants special treatment womp womp get over it and know ur place
Dismissive us-vs-them framing asserting American superiority and Canada's subordinate position with threatening tone.
@rickzoo6875
Mar 4, 2025
America can't be trusted anymore. Siding with Putin and soon Iran. Traitors.
America can't be trusted anymore. Siding with Putin and soon Iran. Traitors.
Frames the US as untrustworthy and positions Canada/commenters as distinct from American betrayal, using us-vs-them framing.
@legendofgamer1995
Mar 4, 2025
This brings me to tears.... we are now a part of the axis of evil.... ya... let that sink in.... I'm so ashamed on this day to be an american...
This brings me to tears.... we are now a part of the axis of evil.... ya... let that sink in.... I'm so ashamed on this day to be an american...
Expresses shame in national identity and positions the US as morally compromised through emotional identity language.
@JustDeborah
Mar 4, 2025
Couldn't be more proud to be Canadian. I just hope our next P.M. has the stones to keep the fight going.
Couldn't be more proud to be Canadian. I just hope our next P.M. has the stones to keep the fight going.
Expression of national pride and identity assertion combined with implicit call for continued political action.
@georgeredbranch652
Mar 4, 2025
It's a total embarrassment to be an American living through this circus. Just heartbreaking ?
It's a total embarrassment to be an American living through this circus. Just heartbreaking ?
American expressing shame about their national identity and political situation, framing it as a crisis or embarrassment.
@davidborges2627
Mar 4, 2025
You have no credibility with the European people anymore.
You have no credibility with the European people anymore.
Claims loss of credibility with 'European people,' establishing an us-vs-them boundary based on collective identity.
@Suede-bv7ct
Mar 4, 2025
I hope Canadians remember this is not the direct feeling of Americans and that this foolish leadership doesnt represent us all. ?
I hope Canadians remember this is not the direct feeling of Americans and that this foolish leadership doesnt represent us all. ?
Asserts American identity and distinguishes between American leadership and the speaker, using comparative framing to separate 'us' from 'them.'
@jordanrichards575
Mar 4, 2025
The u.s didn’t do shit,Donald Trump put tariffs on Canada,don’t lump us in with that fucking nut case
The u.s didn’t do shit,Donald Trump put tariffs on Canada,don’t lump us in with that fucking nut case
Distinguishes Canada from the US and criticizes Trump while asserting Canadian separateness from American policy decisions.
@bignorm7992
Mar 4, 2025
Trump is a moron. I totally respect my Canadian friends.
Trump is a moron. I totally respect my Canadian friends.
Contrasts American and Canadian identity, expressing preference for Canadian friends while criticizing Trump.
@Joelcaraball0
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)