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
We don’t owe you.
We don’t owe you.
Dismissive statement asserting national boundaries and in-group/out-group distinction regarding obligations to immigrants.
@c.curtis5390
Mar 4, 2025
Go join up with Russia and Canada if you don’t like it.
Go join up with Russia and Canada if you don’t like it.
Dismissive statement framing disagreement as a matter of national belonging, with an implicit call to leave if one doesn't align with the speaker's view.
@Mr.P1983
Mar 4, 2025
He’s big mad because he can’t even support his own country and needs big daddy America to do it
He’s big mad because he can’t even support his own country and needs big daddy America to do it
Comment frames Canada as dependent on America, asserting national weakness and contrasting identities through 'us vs them' framing.
@kevlane2163
Mar 4, 2025
tRump is an idiot, no deal maker, no big brain, just a small petty loser. I am embarrassed by this president, he's not my president just Maga's president. Most Americans are ashamed of this stupid …
tRump is an idiot, no deal maker, no big brain, just a small petty loser. I am embarrassed by this president, he's not my president just Maga's president. Most Americans are ashamed of this stupid regime. Pray for us, we are going to need it.
Uses strong us-vs-them framing (most Americans vs. MAGA) and expresses shame about national identity under current leadership.
@hollythibault1820
Mar 4, 2025
this clown really thinks he could make the US pay. Trump is so right
this clown really thinks he could make the US pay. Trump is so right
Dismisses Trudeau as ineffective ('clown') while endorsing Trump, asserting political allegiance.
@Omega22124
Mar 4, 2025
The fact that Trump won electoral and popular vote, proves that there are more stupid people in the U.S. than smart people. I myself did NOT vote for Trump. I really think stupid people don't …
The fact that Trump won electoral and popular vote, proves that there are more stupid people in the U.S. than smart people. I myself did NOT vote for Trump. I really think stupid people don't know they are stupid, so there's that.
Commenter asserts their own identity as a non-Trump voter while making a sweeping judgment about American voters' intelligence, creating us-vs-them framing.
@TextbookLogic
Mar 4, 2025
You worry about your snowpile. Let us worry about America the Beautiful.
You worry about your snowpile. Let us worry about America the Beautiful.
Dismissive assertion of American identity and sovereignty, telling Canadians to focus on their own affairs while Americans handle theirs.
@MrSamIAm39
Mar 4, 2025
Talk about dictatorship, Justin Castro.
Talk about dictatorship, Justin Castro.
Uses inflammatory epithet ('Castro') to frame Trudeau as authoritarian without substantive evidence.
@Jean-MarcHouriet
Mar 4, 2025
Sorry, Justin. While you’re speaking to real Americans, this will never be shown to the cult that has infiltrated us.
Sorry, Justin. While you’re speaking to real Americans, this will never be shown to the cult that has infiltrated us.
Commenter frames a division between 'us' (reasonable people) and 'them' (a 'cult'), suggesting infiltration and ideological threat to national identity.
@samschnugens8937
Mar 4, 2025
Our president isn't risking anything you idiot! He's literally saving us from any further fraud. We'll be just fine without you. You literally have no legs to stand on . Thanks, come again
Our president isn't risking anything you idiot! He's literally saving us from any further fraud. We'll be just fine without you. You literally have no legs to stand on . Thanks, come again
Defends a political leader and frames opposition as outsiders ('you'), asserting in-group loyalty while critiquing policy.
@YazzieMcGee
Mar 4, 2025
I stand on trump with the rest of the sane world.
I stand on trump with the rest of the sane world.
Commenter asserts alignment with Trump and claims to represent 'the sane world,' using us-vs-them framing.
Identity Assertion
0.75
@cyborg266
Mar 4, 2025
God save Canada! God save King Charles!
God save Canada! God save King Charles!
Expression of Canadian national identity and allegiance through invocation of national symbols.
Identity Assertion
0.75
@robertreilly4946
Mar 4, 2025
Trump don't need Trudeau's lecture on trade and economy.
Trump don't need Trudeau's lecture on trade and economy.
Asserts Trump's independence and superiority while implicitly critiquing Trudeau's authority to lecture, framed as a national/leadership identity claim.
@binatobina1083
Mar 4, 2025
Canada has no nukes and no aircraft carriers. It will suck the left teat until we say move to the right.
Canada has no nukes and no aircraft carriers. It will suck the left teat until we say move to the right.
Asserts Canada's weakness and vulnerability while framing political direction as a left-right identity struggle.
@RickHooper-b9n
Mar 4, 2025
Just watch Trump will be blaming Biden for all this because Trump has no leadership no plan but to make rich people, richer! Do you maga supporters realize what you've done now. And how bad …
Just watch Trump will be blaming Biden for all this because Trump has no leadership no plan but to make rich people, richer! Do you maga supporters realize what you've done now. And how bad things are about to become in our country. I didn't vote for Trump but I'm going to have to suffer because of dumb idiot suckers like you. Thanks Maga for ruining my life because of your stupidity! ✌️
Expresses strong us-vs-them framing (MAGA supporters vs. non-supporters) with moral condemnation of opposing group's choices and impact.
@BrianLoughman
Mar 4, 2025
AMERICA: One thing you guys may not grasp yet.... we may be nice, but we love a fight and when you come at some of us... you automatically come at ALL of us. To the …
AMERICA: One thing you guys may not grasp yet.... we may be nice, but we love a fight and when you come at some of us... you automatically come at ALL of us. To the MAGA people of america: F×#$ You. To the rest, we get its not your fault. ELBOWS UP!!!!! CANADA STRONG!!!!!!!!!! ?? ? ?? ?
Asserts American/Canadian collective identity and solidarity against Trump supporters, with aggressive us-vs-them framing and calls for unity.
@RANSOME62-CANADA
Mar 4, 2025
I am canadian, and I hate being the laughing stock of the world, I hope Trump bankrupts canada and we all can be Americans!! You cannot eat pride, and turdeaus idea of helping the people …
I am canadian, and I hate being the laughing stock of the world, I hope Trump bankrupts canada and we all can be Americans!! You cannot eat pride, and turdeaus idea of helping the people is taking the tax off of booze for a couple months to sedate us,,,
Canadian expressing shame about national standing and desire to become American, combined with criticism of Trudeau's policies.
@davidburgoyne7489
Mar 4, 2025
The American people don't want this either. Trump did this.
The American people don't want this either. Trump did this.
American distancing themselves from Trump's actions while asserting shared values with Canada.
@michaelt9985
Mar 4, 2025
I am a proud Canadian of Justin Trudeau ! The speech is direct, says what is to be said with absolute no ambiguity ! Buy Canadian from now on Donald !
I am a proud Canadian of Justin Trudeau ! The speech is direct, says what is to be said with absolute no ambiguity ! Buy Canadian from now on Donald !
Commenter asserts proud Canadian identity and expresses support for Trudeau's leadership, combining national identity claims with solidarity messaging.
@gillesdurand9332
Mar 4, 2025
A communist telling America how to conduct business lol
A communist telling America how to conduct business lol
Uses dismissive labeling ('communist') to delegitimize the speaker, employing identity-based framing with sarcastic tone.
@HornsTusks
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)