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
Don't you dare to speak to our president like that. Who the hell are you? He is not Donald for you, he is Mr. President for you. And all American citizens, who support the democrats, …
Don't you dare to speak to our president like that. Who the hell are you? He is not Donald for you, he is Mr. President for you. And all American citizens, who support the democrats, stop this hate, this is your Country too.
Commenter asserts American identity and loyalty to the president, using us-vs-them framing against Democrats while calling for unity.
@EditaZumba
Mar 4, 2025
IM AMERICAN AND I COULDNT BE MORE SATISFIED WITH THE RESULTS , I WATCH FOX NOT THIS COMMENT SECTION FULL OF AMERICAN LIBERAL COWARDS ON CNN NEWS LIBERAL PUSSIES!!!!
IM AMERICAN AND I COULDNT BE MORE SATISFIED WITH THE RESULTS , I WATCH FOX NOT THIS COMMENT SECTION FULL OF AMERICAN LIBERAL COWARDS ON CNN NEWS LIBERAL PUSSIES!!!!
Commenter asserts American identity and political allegiance (Fox News/conservative), using hostile us-vs-them framing against liberals and the comment section.
@Samy-pb3zm
Mar 4, 2025
F u and Canada buddy . Let’s see who’s gonna fold
F u and Canada buddy . Let’s see who’s gonna fold
Hostile us-vs-them framing with confrontational language asserting opposition to Canada and its leadership.
@RichieRich-qd3um
Mar 4, 2025
Canada is a JOKE
Canada is a JOKE
Dismissive statement about Canada's credibility, implying national identity and governance failure.
Gygabit.20
Feb 18, 2026
The only people who vote for the liberals are deranged psychopaths.
The only people who vote for the liberals are deranged psychopaths.
Makes a sweeping dehumanizing claim about Liberal voters, combining partisan identity framing with moral condemnation.
truecanadianpatriot1454
Feb 17, 2026
the United States did not, Trump did. blame the right person. i hate Trump and all his goons
the United States did not, Trump did. blame the right person. i hate Trump and all his goons
Commenter distinguishes between the US as a nation and Trump as an individual, asserting blame while expressing personal political opposition.
@anndover9288
Mar 4, 2025
Canada is part of usa\n\n51 State of usa
Canada is part of usa\n\n51 State of usa
Provocative claim denying Canadian sovereignty and asserting US dominance; likely satirical but primarily functions as identity/political assertion.
@hiteshmandora9657
Mar 4, 2025
Its almost as if there is a common trend here, a theme, a pattern of behavior if you will. Pattern recognition is NOT racism.
Its almost as if there is a common trend here, a theme, a pattern of behavior if you will.
Pattern recognition is NOT racism.
Implies a problematic pattern about immigrants while defensively asserting pattern recognition as non-racist, suggesting demographic anxiety.
MatthewMitchell-r9q
Feb 18, 2026
We don't need anything from Canada
We don't need anything from Canada
Expresses exclusionary sentiment about Canadian identity and belonging, asserting what Canada 'needs' in us-vs-them framing.
Identity Assertion
0.75
@F13-f9x
Mar 4, 2025
WE IN THE U.S. ARE DONE WITH CANADA AND EUROPE!
WE IN THE U.S. ARE DONE WITH CANADA AND EUROPE!
Expresses rejection and separation from Canada/Europe using emphatic language, asserting US identity and distance from others.
@michaelfowler2603
Mar 4, 2025
Enough of these clowns messing up CANADA.
Enough of these clowns messing up CANADA.
Frames immigration officials as threats to national identity ('clowns messing up CANADA') with implicit call to remove them.
AbdulKhan-di4ei
Feb 18, 2026
He called him just Donald!!!!!? I find this side of Canada ?? sexy!!!!
He called him just Donald!!!!!? I find this side of Canada ?? sexy!!!!
Expresses Canadian pride and attraction to Canada's assertiveness, using playful language to assert national identity.
@mikeol1985
Mar 4, 2025
Honestly I would love for Canada to be the 51st state as long as we can make Trudeau our president too and get rid of the the thugs currently in charge
Honestly I would love for Canada to be the 51st state as long as we can make Trudeau our president too and get rid of the the thugs currently in charge
Expresses desire for political/national realignment while critiquing current leadership, framed around national identity and governance preferences.
@tjenkins301
Mar 4, 2025
Just remember, American did not approve this. Trump did all his doings, big fat jerk.
Just remember, American did not approve this. Trump did all his doings, big fat jerk.
Distinguishes between American public and Trump's individual actions, asserting that Americans did not approve, with moral disapproval of Trump.
@JudyCoursey-u4e
Mar 4, 2025
Proud of Trudeau, and your father would be proud. Canada will endure ?? Brothers and sisters of America, wake up! Trump is doing Putin’s dirty work!
Proud of Trudeau, and your father would be proud. Canada will endure ?? Brothers and sisters of America, wake up! Trump is doing Putin’s dirty work!
Expresses pride in Canadian leadership and appeals to solidarity with Americans against Trump/Putin, framing a clear us-vs-them identity boundary.
@DharmaBum1984
Mar 4, 2025
Kanada gehört den Indigenen ,also geht mal alle nach Hause !!!
Kanada gehört den Indigenen ,also geht mal alle nach Hause !!!
German-language comment asserting Indigenous sovereignty over Canada and telling all others to leave, using identity-based exclusionary framing.
TuranOrdusu12
Feb 18, 2026
Sorry half the people in this country are idiots and their leader, I'm embarrassed and agree with you 0
Sorry half the people in this country are idiots and their leader, I'm embarrassed and agree with you 0
Commenter expresses national embarrassment and dismisses fellow citizens as idiots, framing an us-vs-them identity divide while implicitly critiquing leadership.
@PJ_2761
Mar 4, 2025
Loving communists and hating Canada is the most un-American stuff ever
Loving communists and hating Canada is the most un-American stuff ever
Frames support for communism and criticism of Canada as un-American, using identity-based framing to make a political argument.
@baokhong6036
Mar 4, 2025
Why is governor trannydeau still talking? I thought he resigned……
Why is governor trannydeau still talking? I thought he resigned……
Uses derogatory language and false claim about resignation to attack Trudeau's legitimacy and identity, combining mockery with identity-based criticism.
@jimmyrogers654
Mar 4, 2025
Trade war, world War, Canada has never lost a war!
Trade war, world War, Canada has never lost a war!
Asserts Canadian national pride and military strength as a form of identity assertion in response to trade/war rhetoric.
Identity Assertion
0.75
@Thunderclutch
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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